{ "cells": [ { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "# Rainy River Flows" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "The purpose of this notebook is to create a data series for the flow on upper Rainy River. The data series is written to a file `RR.pkl` that can be read into other notebooks using `RR = pd.read_pickle('./data/RR.pkl')`.\n", "The data series is constructed using data for station 05PC019 from the Water Survey of Canada database." ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "## Read Data from Water Survey of Canada" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "The Water Survey of Canada currently maintains level and flow stations on Rainy River River. Station 05PC019, located on Rainy River near the International Falls Dam, records flow rate on upper Rainy River.\n", "\n", "The data set is imported into the workspace by running the Water Survey of Canada notebook." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "# Display graphics inline with the notebook\n", "%matplotlib inline\n", "\n", "# Standard Python modules\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import pandas as pd\n", "import os\n", "import datetime\n", "import requests\n", "import seaborn as sns\n", "sns.set_context('talk')\n", "\n", "# Modules to display images and data tables\n", "from IPython.display import Image\n", "from IPython.core.display import display\n", "\n", "dir = '../data/'\n", "img = '../images/'\n", "\n", "WSC_STATIONS = pd.read_pickle('../data/WSC_STATIONS')\n", "WSC_LEVELS = pd.read_pickle('../data/WSC_LEVELS')\n", "WSC_FLOWS = pd.read_pickle('../data/WSC_FLOWS')\n", "\n", "def mapWSC(lvlList,floList=[]):\n", " # return a .png map image\n", " rSet = set(lvlList).difference(set(floList))\n", " gSet = set(floList).difference(set(lvlList))\n", " bSet = set(lvlList).intersection(set(floList))\n", "\n", " rMarkers = '&markers=color:red%7Csize:mid%7C' + \\\n", " \"|\".join([\"{0},{1}\".format(WSC_STATIONS.ix[s,'LATITUDE'], \\\n", " WSC_STATIONS.ix[s,'LONGITUDE']) for s in rSet]) \n", " gMarkers = '&markers=color:green%7Csize:mid%7C' + \\\n", " \"|\".join([\"{0},{1}\".format(WSC_STATIONS.ix[s,'LATITUDE'], \\\n", " WSC_STATIONS.ix[s,'LONGITUDE']) for s in gSet])\n", " bMarkers = '&markers=color:blue%7Csize:mid%7C' + \\\n", " \"|\".join([\"{0},{1}\".format(WSC_STATIONS.ix[s,'LATITUDE'], \\\n", " WSC_STATIONS.ix[s,'LONGITUDE']) for s in bSet])\n", " google_maps_url = \\\n", " \"https://maps.googleapis.com/maps/api/staticmap?\" + \\\n", " \"size=640x400\" + \\\n", " \"&maptype=terrain\" + \\\n", " rMarkers + gMarkers + bMarkers\n", " return Image(requests.get(google_maps_url).content)" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "The following map shows the location of flow station 05PC019 relative to level stations at Pither's Point Site No. 1 (05PC024, Base of Rainer Rapids), Pither's Point Site No 2. (05PC205, downstream of the narrows), and Rainy Lake near Fort Frances (05PB007). " ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAoAAAAGQCAMAAAAJLSEXAAADAFBMVEUwPQBVFxREPCRvJSJwJiNw\nKCVEUwxhbhJIS0VMTUpNUElSVE1SXUJbU0BVW1JaXVZbXllVYUVZZEpdaUxdYFpiZV1ibFNmdFJo\ndlRocVprelZufVhmZmZlaGBpbWRrbWhscGdvc2lydW1weGV1em12dnZ2eXJ6fnV8f3h3f4sYk2Nr\ngB94lwJ5lw1/nQ55lRVtgiRvgylvgTB2hV96hGx9jmR8gXR+gnimRUCmSkW2SkSobni+bnvHPTbH\nPzjIPzzSOzTGQzzLQDrVRD7dRj7hQjnETUzNTknMUkrJVVLNW1TKXljSTETdTkbQVE3ZU0zRVlDV\nXlfCXGDOYVTNYlnDam/BbHTLc3TQcGfRc2rrXFTyTUTzU0vzWlL1YlrlZ2Dmcm3pdG31Z2D0a2T1\nc2z2enT2f3mefIy7fI6CnRyAlyiCnCKHmz2CpAaDow2HpheNsQyStBOVthuXuByGoCWHoi+IpCOI\noSuNpTSVtCaauiOcvCqatDigvTGjvzuBhXqCinaDiH2Ij32Fl2uIplOUrEaWq0iZrk+ar1CSpnaX\nq3mhukSiu0mmumSiwDWkwTqoxEOrxkqtyE6vxlmvyVKxylazy1y3zmOxwXf1hH2GhoaHjICJjYWO\njo6LkoCPk4yUmouXl5eYnZGbnZqDl7Seopq3kau2mLOzn72gppehpZujqZumvIWjpKGmqaOprqGo\nqKissqStsaizuaq4vq+ztLK2u7C5vbO4u7ido8GTtNivsNesxIuzyYu8yoy2z5K60pW915i/z6W7\nwbG+0qCnwO2jy/6q0fy01fe/3PPIgojXiYHYoZH3ioPppJ/C3JzCxbzGzbzJ2anO2bTQ2rbL5qPR\n57DY67vhx77gyr7Hx8fGysHJzcXO1MTO0crVy9fR08zU38LR2MzY3dLb3NnH3OvR5Mfa4c3c49Te\n49jd6dHR4eXV5PPh49bh5djj6d3o5t7p8d3k5uLm6uHr7ePu7unu9uLv8u7z7+ny8u/w+OTz+ery\n8/L3+vf+/v7///9xoYOOAAAAAWJLR0T/pQfyxQAAIABJREFUeNrsvduT7cp5H3Yytpmn+Q/W6zyM\nLIlynqjEcWRKPCIp6kZdLF5sSyajiJZliwot0onlJ0lOlaQoiRVH2lXzMFVTth/X42SrojxpAMhy\nXCWJhzFeUgEK2+gNqIFUNwoLD2tV+vu6G+gGGrd1mb03qe+cvWZdcMcP3/3yXnEENeYHKigWRAo6\ntjzfj28r8J6S/ndsYvmjiRJxkOIQs8D1KyvSdPR0ubEcY4PfCb4+PT15+ZOLPFaScurQ4pjZ2yWJ\nsXqSBHpD9naDvJTk+UHOKmPnOXwIdpzQpF0nSDkLrPXz3S7wqjx4Wk9eVe12HO++cVniWB8/0W+i\nOIyJr+9AGhNxIJwW6psi89475l7W5m0VlIpbm1J6FACd2+frll9EcPoF3Mts+JM4/DiOjjl6uO54\n3pm4LVkycrt83w8mNhIXvAfruFvZb3ZV7kvE+P0tC+DxkvfhGVRV5T3lvCS+dRT9tQWIBAgbnmXi\nmrgfnhFKAIDGMSP+aNQ+wxKBlESh+C8JNCBpWgRPAYvFcslTgFduPQBZC0CxOkkBgIA/Mo6/1QBs\n1i2+kCjpH2HLDAX+okg/vkUPDJMH3y6b+Z6Pm/Tct2wKgKm1S3EzSdxtJUdWk8EXPHZtOLeg4yN7\nYt6TvyvLcQ6GrztJTFwaOPIMgbiIIXIB8ap/faOItB+IfKZDAKA8TMAoTWkBAi+C59ULxIlPAJD1\n/hqEAKTihtIYAQhEi6MAyAWJfdSKCsYFM1AAFJ/PyQr7T0iGqEDhEXc/tcJQf9VMHYNYNsWrzuS1\nTwJ/BIAZG98K6QMwjv0WJTXgL8Y7lo+h28DfLvc4B06cc5J1KO1Lb7lsBfirDNkJNLuPJ8lj7esi\nsBCZWwH4RQJ9cSQRHQCTp2KJQIA8okkmrzF1ARBvgdZJxN+B2oMABNCRmIAKCACcwN84ABXwWM22\n2734J97VTa04LKu3cVWcj/oAFBda4Y2SljkyBcBWoZgWwGJZLXcAgU4RLJWsCfwNLp3gJQI7OW7N\nA4AUMUkWwAJY0w5uNGAoT7t1gl1ly99cfSsZIJHnIO96mi3aT1XlXmZcWEqFgmeeEgUGCPiQAEzw\nAgBEsyKNOnwNAcjkTVEL4Nv+pVIckEouSEAOT2iAEzexZjdXVy8E5m5uHvfinwDg/X0tOCADzlhv\nwlowRIZM8ixkoaBjgAWcgoW/DhPTAljcbfXc01g8hC7xlQsWmvjeFAD7lApA+Az5mJDAcPJp2t+0\n52RUgbQMYE0/bQ0Qv95VlbWBHCEKipzAd2oxwJguQaCfo6zvUEGNpxiuaOKjVsMYkSJYWppUXmcq\nrzss3wcgY/oedAAsut0o3BSaRYjdpiCFp+A3DkABsfuG3dzvm6tmv78CESwByJumqZtGAFBwxAaZ\n5PGoGyU/06cn0BN3p2+e76QAxqdU3D2QAuL5J278AQsbGs9ZNrZRcCqIfVcAI5/v5E0mmb1xv9rl\nQwh6NS5OCH4wvt2VtmhFkYyKXMWFBm/4IcSlWKQGerAJiXe4UgAAAwPA9hKwNVgRhl4HQAF2A1bA\nMk0AMqZuQN+86VMNCr1kGaBsEkIm8TcKwCq6FjiLr/d3V5tY/IsqCcC6jq4319F+E7Lr7T66vt6w\nujgvtY+XfBNJAKLu0V5Ecf3qOXsoLsIIxECaxm75u+NpSh0ofvJHtggSBS5nmSa2qmXiO981Atg8\nGOxNCuzY/MHjwoyxv5Ik2KIwocUdJKaJBDdzAQDFk1XlOavag9aIQBJy3EvwNKJHVAJzbeejuq3U\nHBAeBgCZKXqdl0a/qQmgDvkfOABTUkzTKADDTSMk7VXLAbkEYNW8COvtjQDgzc1+fx3V9zcXYYGa\nMQllhUgtyASgUJWbWfwJPTsVVz5NM6dIFFKuLLnLCTjOAFPgHJSUZSKUNK5vHDWdgwkAEzxxzNqr\nL2QqmBSRdTC5+C6Oh3LVE/BL05IQnsOBih3hDRZYWqRves2u2bXaEbriOhwIiUIIYI1EYYbPgL6s\nKO5R/pI0IgMALrtvdayNjzi6u7HpzoHGZgaATXMl9MArsHkRgLypt/c3m/3m+rreR1f34n0fgHRa\n6BdFsexkUBKEkesRSiNhD81sJI0pSp+UBL7vuEk+fpstPx7AH5Kwp4F9UsMMa3mYr/gi56nlggky\nBipdRPr4E9tUX3mJ4eDhZand0EKlFBodalUxWWIHA2bh+UCdU/GitHXmA0AQkGkEKqCPphEogLQF\nICC06ANw9ur0AJimj9uDTdtHBwBHGEkNIriOgQMKNa8FIKv3mxfhVgDw5vpxH16HYRg1bHgYJ+NP\nXbjQ7YJO9xxN5EW4kbvLsiwYOmIk/jhLl2wKJKJ2mog7XO60CGZF6xzkFSNyjym3YQ82c1pa2p74\nRtx1zdRMp6GX9ExjlsOhpukyAHolFwiGB0RzAwAhWB7gkaHCOsvwOw8BCBuOSRZrg4dGEq4dANmC\ne6bEfA1eF7nTbdgDYLgdrjYGwKq51kaICcBaiN24BgCG0TUBEZw+NgNTfA4QUyejVB6hPaC7qnB5\nO/mew1ZIvAiBzHjVt9XzTfUbsLVgQwJ/rbQEJW2nEMi4uKMSGXkDDjVWEArqpQWKoCpTyxbyGw5+\nbe3B9mfiHUEFvGlhcC4Q+OOCFxsefgHBCPx/cNEikiVMHLbQVP0d/JYKwAcxMkkKQCW2FTxxy1qz\nhMq7YVgEd+nh0MTiX9jIl/RuuL4bgEyIWu2GMQB4vdls4serq5trAcB6ew1GiMDgOh2QTesTHiIQ\nnlNg41RCxwYa3zMNiLUA1PhjoKlJ/V46G81NuQ8PvbktgAUABROsmDqjUApHH9U8gb6IEAEAS2FD\nqSqhxsFR4lfSUMdN+soB/TQBsErgPWbLACgQyNFKMtUhCgAENgcanr/b7WgZCDaMABRXIJWwA5xK\ngfDezBWxTROFdQOAN/vDdrM9NJu7TYkv+5ulAIS7DC6WpuYqDsIx+iG+2e/xtZEfwCezzhM4gz/0\nxsNFIN0KBbWAVu+11baEbXX6M9iCBv6qKlE/49WztjVkraA3mW44nwMAMegKW4ijlKD3nMZhKDh3\nnPh9ce/5OnNBGMRCrZOmTpzib60rkCdTmCrHAOjlUiGtOgdPnudJItTVzoqmSQJyFuKzlHni8MGx\nLVcU1yZVDpPOc2eK4LFLa3ySd6nDE7k9lBsheO+3h8d7fDncDrNKJoxJXgncAQDxH+cCe4LgHRKE\n6sARfQL/c1orFJWt2FgDw0QdtWYTXQJAxrtHVAMwrxQZ19C8NOkQgMJ2FGzBUMy8RCJQ3R84YsG8\nBUzDMFWi1u2QFqyPM42/NKLwVcLUlr0pM0OogKWbQ/q10gb48HfDpqfEf/KTTGg3BfeESgB6Q4Ir\nEnQaU+RjcO7cBqD7yvYls/TO1o2i6P7weL25Lu/CQ3iHL4f7qJF8rWlpv2/fGd/XjWR7iL8OcqeT\nzf+ow2CmKXh7DfcR3F3LFOns9rEkGQt/xjUiMvYE+BP8IQcRpQ6HsUl1EuzfNOs5nIPdTvpWJEJR\niAMAY5me8BSwAZbQhFGMV62Fz0S74SSZsDKC0Wi24KniBGjmsPb9PEiMC4CHFgAv9jhGZfBHYV6n\nsZ8wzs17bQFwmJhng8+6fviTMILvXhwe7wwAOszgaXca0+L3TMRsAJK05yankKdBaM99nlqh9E7L\noOGsEcJtIYEuN8h9wvwnwcO4Ci216R0ufg6xlKFkBBmmU+8K5NqUoQKF6V8go4fciAlMel0sq3A6\nAY8gXyBGsK6RbXXYEU83PhUeuKByrn/EWBFcEQm+Kg9yWNoEoP/Uv5P9azS4bNtHgT4Bu/v7w/Ye\nXw6PQzN4AoBim3WBlkiN4pYZjwdX8nctNi1vMrqkzF/h9skkHvN8xLfWUvqISTQLQGYdH6ERVSwk\nwVBFXmn4tIyQoTA27Xo0hhzJVkqRbFkgBPwx6Aq484DLDhJkIMLiGawE+ar6DRKuFmY1OIhz1MB8\n5485by9nXAjLyK85KT3BUDFpEXMTiHxq4Kh54HnyupgAtHKFXVr88FbcCQNYmB5xcw1GCLwc4qEZ\nPA5AAQJeX2/r+uZexnwbbYIoy2S/kjtavCgV3A809x4A4wK9mJZoTmNbdVVHHAltf26PPTEh9DjF\nlaQR4lW1ZJHc5MyxhVtM6XAHIHLkgDt9+YWaGAdBpnIJhIXMq8qAoJ9XFrOV+NN5qRD7pqMA9OZy\no3N1xFnmTJnxtRiOmDD+n4IqwgshkAgpQ+L6co5H6qn82hy90yM6IFvilhb0ogTXX2m4YQ7lixUA\nFCDg0bUAW3i3j66vrqP9/eYq3NxcX233zYvr6y1+Pi4pi2BEAVwt9vfREsceimDIJ5pduH+dYKd4\nQ6STouK5SvBgKIp18hZFPqiCX5hXRFysJchzYWMiAPGBgRPyW2RWYMVVBvqsNOUC1cW4U9r8jLFo\nDGXAbKc90D4rWJtA6ZTEEoERzwHLyaNkeEKMRWEk4Kc9Rjoogymt741dVBf+hur8zWFIQz/MpAjm\n4aZmHJzPYR1eC8Cx/eZFHV3ttzc1uyrE56P0Q3SJYqlA/4de3M39nCEjiZbAr78+chyvZQc6v0hS\nUnSen6LAxDiZxgQyeJQ1aREM5xRFCt47FY9ra0EgE6H3qIpn0I52sCIMBrUlkiDDb5oDCnzJs4gh\noObaiA9mFo0lp3uKMKsW+N9jmPlD2ybfFStT8mUKoHlTbssB/srb4wAoGGFdX8f39zIN62p/c3N/\nfx3e3x+HP4peFgeAqO1ZFpLQ5WnmjECKwhz8OCuGAKQtwAB+nGlXqvgm8QrjoChY3lIdEK+jshGQ\nxRWgNAADphzUWSs4AX9V/1i8HkCK0H/KnEzQqyb8zwrFyt8JVpybkeZlmqaluaGAgR7jTNXwxjmg\n64YWCL4eE3y8venT7UoruAqv66qO7uIWgLUE4OY+DEMOyQnHAJDEYzliPQbIHBEyShmkKY3WyRn4\nG5Dtubb4n/gMdl57YGDUylAfqCLe4H6rD9WuTcqCaCsa2RLgVtYVGsw2Avvmb8DSyPcKtyHrjQvg\nvGk4ZEcEuvqtj+x2B0LjsM2iHJ6abGThYhqAZoBlBIDLaBKA2gjRIrgFoBDB9fYIAOIRTucoAgYl\n78ICDDLYAqU1ndiAUlEwxYP0vANWclobRdL2R0LBkpVrYC6lZJiUMKuq0kKWD/qePjTYetBWNVoA\nyris8OjOo+/YyYsIq9GeJqmPLU/gr2Fw0aS/GZLxYrJw3WrcC5QLYySZ5YBU35FCQXAlHIAmAchk\nXn6zl0moHQDBCHmxXw1AipmK00UCMenkInVHe/fFFP66+CTmwVm80lgPS6y0LFa7xjhV+xadRJBy\nY2AOim4D+y52nM0u/upJ2IxbtUI07QOQRN6TK5JhM6Zehg1vmlo+avIswLNKpB3szeUt+JxPFZl4\n2QQAZc590d1NShfmJvVpAEBLcrHaCAg3tQqQqFR8iAev2xlUKBczVQKyElxiKHVHe6sx09uQp4Uy\nte1wnbHjYRhJGuYAQUwIwdgv+jqrXg6faRAgANunxAR7//77BTcQSNMssJT/HEySfNrWSHrlI5B9\nLb1Asa7/hWurI4F57sqDDIxwMRsV7WCVz3FA6SAgRzG+luYSi1VtpnJEw79CxYE5Wx4HppgdinYv\nVAxMApB2z0A8Yuq6k2iVO6VLD1LszEhmMAFoHh5kuoARgdWKEZTMgkc88cBVTUsLFVBCZjIvMCXb\nzZtoHzKXxPTE4JEsK2fqfmY9azhRwWiwmHTGBdh4at8By4dyd0mVe4DP57wIpvRE+M0D8DxEiZZp\ns6qqeQ+jEU+zsxwJbVrehlogfZ7KIoeiE+RacuCeuuIZcGqHjyFShC9xjFHZhNDYNhOxiNgAl2ce\nu6UwDMDkV8o8bmlt6MNjtjns7TBmEUPtpuTokNOiAsxPTqfOaP1y972XF4sBeCr+ngmAQJjmOH/A\nWorR2OyIYFPboMaQoxJ7mvuRAoPKcmfo8Sbqh9YColLi4gLA8sLHKAKZ6AnyA3WfvGEONcr4FoES\nf1qJNA9yyAH9inPTG01XA1Ag0P6MhX0kjIk6CBqnKZQS20edB31ZHIhHwWKFni39sVnCUb1h1tLz\nAbBY9ri0fpDI4amWxLQMBtDpbZoqHZWO7hZ/UawdN6ll1tBU2ihpRNI46un3fotCkxJZNRtnstDE\ns/ZtMUCH/iX0FtMUjumqpi/ysHq2jQAgMepmsBCtZ9r6QVPxHtogH8jcksdN0RxkWAL2hgFIpbw8\n0rg5nSZCHawppHDlmNSuJa08bIhJgAjt1pdAFGoojd2gxixhmcMiUAeNWND24LJnlXGjPO2zUbxO\n5do5AViorjEG6SREyD7BhkzrAWijMa+bHQ9lUJKkaSqljOnhAaxxXlrlAR7EIXu79hLNW4O8KrBX\nwhsGIJo3p4v4I6jtwDG6hEzCkSYHhE8obYUxpE4p/tdfi0KootdqBo1tsTy0L8kKS6BLH2GWKDkJ\nYjlra0PtiI1VL2+SqSsC+0xq7DcE/iE4GM6fTiIhgHc8jVDZgGdLbBQYuuVi9BLxPJGyMteDcxmi\nWb4ib5Tdct4oANElS4sz8L9kwTJmxb2RQj+2eN2uJY81JQZ2CNa9xmSwPWASBvyUwcwKWafTNjwp\nVHZCuyTwRGNDA8t/KjckwbuN7X6wKxF4jeHZLhKxVd/3n06iZAflw5DTJf0vJUnR+XlCjmEOotmX\nesIbAaASu9ILewYGKKSQNwtBzW8KK2WVkDEu2DtmElGDC1H0hGlbRnI5czNBoH5Qn1VWISxIma5/\nlwlZxDqmXjHLeBKrcdSZF+wqtV4g2Ava72AHdRixtLpZ77FFQcWzgpdl8sRY4vmsLEsMnx8PQA+V\nDtn05o0BEJsKLrJY50mJr5mlWCvWrAYw0F/TfdDt0eIrsVLz4fkhxMBOgR7w9nf1POjdRGFq7hYB\nqBhq69brIsawmZSa6+t9mDaQ3Dn2I/S41ihIEWgPEWygrULqMq1QX1sFF8yvB3ey3ETAIP0hYNWa\njQy3+OTtBgmpF6N+ZwTwEyv8nWHr+iqPLqCDsfBeA7D9MVV9ifocpu1Go0vT+7UhHQAVuUN6mJ8U\nEt30rvshorYW2gFQbFduC5h23BrgrBhYIJmUr5npo2lbeQAp8burdgnYPdA3FUwUGcQ4GkFIp0l2\nT3fefBYAOnrDnNH20M0lRhfQepiTIhlIG2RlGYUA8kD7/kLSz1ZwAVBbAvIorN9j64gSMD5kzhb6\nDmUeNzOyu1jbYM86M0G5cVB9p6bKQVbxOS6jeuj58U60jk9DbyKzzBY4os9Ba1v0riNVHjb2M+uJ\nLws1FGqDI3WrrdW6CDT4XFIS9wFI29iblrMOj7YMzpgenO4n65P31G4KABvFiTRK4qgFIP7pJTMW\nvS3TPp+Wfh+9RP4EKfsalCczwaMpqTxMH2NJ9twAvIzLJRuFn9HwUB8Bvqp+ieDTIhKAyDzsHogt\nYSJo78gH6VpCpk4c4kyFQ6IzrKR/W2bQBSzGvssARaXZzfRp6HVap1I+tFcnkG8DlYD/xpggmEG+\nzNV+ZgBS8tw+v36TBHkAiawUxPim7NcE8TlTK+jl4AwfHNKHQlxw4oKH0gBmcip0u1sV0JZdZaAb\nRyKYY2cyTZdIQYTW3BH0Skq6onG44/hGlbTn1TGK3HnZ5vMCEGt0zw3Bye0NlD/IF4VpIQnRYjVV\nMU7bIdO5Ad0uOFdXROaSwsoRvTipBxsmSYQwGsoi8zYAMydACOkfbHv0sl5eMlrdvgOCtckqp4zM\nljkjBp8VgGl8fgCu3B64icGHorrwyeRpuSE6BGAnvlUDo263TmbnAKDOSV3cXIS2cdacy+Z6RhBk\n7lwpHTwt7cqQeaO8pQpzfrDMS20GNUB2Gz3hgixYCeBnA2D36FGZWII1aphaeAIEBzVu62Q6tL+l\n8ianglS6d6H/DDigtl6EbsU46zA3stuwdU23NjQzHOBLD1GGuXxehFCA5OrSPb72+K6gJk/ROsyg\n3qiZXpBYLDPwMa0HfDzjfNEZlbs0ACXrwDleVHBAWSVJVAni4utp01ACuRnR6PpqngQeVF+vo4XV\nIEtOAgBBC+N+sN97ZwGM7VaPbIAIXGq5T/TGJ6GIPeJSXdmeM2GBYGrW0vPzsoJMbl3TGgAqCyZJ\nBmldGLnWGmbKK1fqs5fkeZVPyPlLARDxh+UPgufwPeKvp8LQ1SbxEH+z7akN0v38sae9M/phbr9R\nO5BZL7CbLnVwlO2qBdCHGPeCLhEpimleCD5ASP+NsUQ9KKIwLnx/Bfv0n5bExIt+FpePFLh6Fnk5\na2sTUC9I4Lbi6l7B25OD3KCyLB19qMcn91wcgNKhgO302R7kyuBur3bJdNJblTKSRV1vC3WRYo0/\nks53ndQtWUmHVWq8caMianvtw/6oFMD6t0JPxZk4QZh4RmT3NHABCmOkm0a3gLynZcv5sk1M+xkb\nOPQqQYSo9WTiijoDdOiAO10WnGOiJDRplxneaK6vJ/9iIpiAP1W2YxUA7KGNyYd9PQPsavSkPF24\nBSHYUqWAUmynPdmeA5/rxuqZ2kbJdGDMvWZsABBYILMBKCkdd6XQGPvGESn5gNMEGIBbrOj6Sxai\nhW+HjSrHDDBPpfN5HQsM5LidKJGsEdyoIWafpaq2YD0ll8sHJGnblAWNkB7+GF1f6aQXp6pDw9L1\ntclLdGv/eKTtKaN6VooUwUYcVqm0se2t7pPlBxasrhNSZoxivOOgOFA8WGCAsuoMghiDBnMnEmmz\n1zIItyTuCo4gkQn0AoFdElEhHwuo6CDQJhP68WbZUejzpECfGFZoP+XrepTa1AvFqYj7KvtB0lG5\ngxRnWMh5njhYLJ5ou6uRhkaIFtRMgjgaLyBR1N+wmXbT/RT1FdBuGRh1gKl2QZdiQZczwGVk7H4J\ncjw1jcbAn99px5N+HEP/0wlh7cTFKkEH5xgA4dKl3YeFzbJGaAhAOed19YaO8OBQq65PMsC+5thj\npTgF1ARgocopRwtI9HaGLfW7PNUWgLSP4i7NFVtnCi5o4CJbIYAXUtrl77Zmw2RQzguyNks2JR7k\nMsNzHMVk1LiF+EtlVBiD+1pmjpUqUV/plmPt2dCINT7oZ/koGNoAxNAUIWsMiLMRJQ7NEc0CjdBU\nciGCADSauMQLmK/dB7+wrlfHHGk8CsAUDHWxDcPjEZy/XoYYc8J02+iZSl5z2CwAAU80G4Wfj0LD\nqFISuEM3jQcNE58UADmgdKw9GzPSQzpBciQX7ACop9GRoyTwySQNF6tDWgEPdatPooBOQejVVNhR\nKw+RSv+gS1jIyjhpQ/VR2kpgxB9a6Oa9PDsRYYS0WqAGYDXlG9S+SHWVgPm5uln6icGr4rTsdMO8\njKH0PjCieDk2/LcmJfUvSqeCr+xS3yfeldjKvdA3wwCpVYLXKpTYR0u2C0qVwk9pTUi8bEZNn9w9\ns0jLZmnvzLtAB1wVgvEZ4+4+y5UR0BgBIATrdMIrJbLvXRQ57BYv6TgVjv/pOa7FdpJesAR83Aus\nYACgqbiuvysagG1g9c0wQGoLYBmcUSmf0q42lLy61+Nl+SM4XBbqX7pOO33j3QJgLGGfWTfpPGc/\n9aM/muMCRcbdbZPJOp3hgYXN0i9t9ssR19XREXDgkgZn0DIAsuI4ZqBIAbBVJEk7sOQ5iRLaxz0W\nGkap6hhNzD5FVjoW+o1W7s3ajRT7ssNTz5Ky61O0Gtneq2zZ7lYdz5BG5a+H5U7qroEfixhjGhI9\nHyBpHYsEupWQZSOHYQuOQTWDI0WdzarfWOvAkwDs8Ad5AG+CATpHhsSp83sTgG72N80TBwAc81t2\nAMQxVspa1jdwrtRq+clP/56NtHMJdrqAWmnKJPBUdM0zjQPle48jksBs4MWOQW/IAYcAlE2g6NQy\n0wQANCshn4v/2Rxv3HPt+n66KVyvwMi1TXPzU+2SWk+16uihZE3LIhbSzNFMC+DEnL9lUV7J4b6o\nHIut8LbdRtJaG3oz4CYF/uityXMdAtAVpk9lBa/r6i64AQBAA39wLs/B/wZ3va97TSp2NgDpYE02\nc8vlIwZLUQcAE1+KVqMIHXWBou2wqrsyL6QZJXXygc/sMcIWVZWMAGEehwE/35g2r7adtn7BhfLX\nC1xuGNehkngwbWj2itgA7PBH0xUx3BNIRt1MpPdBoEtw3dQDILHXnN9/V9ibonfG3lOGlqWVq5+q\nUc6xihVnMvi/8HRHD4nOpx1lQTBWZe41lRSAwDM6+HlJl+TYjnyk6bo8Qw/jG+85Dnh4L8niuGu7\nlQEA1aawd+SlGaC66gR1LyJM0Fi12RxatmOxtZ4IJqNBEOZmL6naBwQyHA+cAmBhAlCWAkdpGyvO\nguLUCWYqzVaddxKMuRVHEIjjromctSQMXsUmfc1PKMZDWnc9YSuqnDypxixLRlifuGJ9QhGstkNO\n7re6aPeGupDKLmrSBz3Y81hiVl8HpPGoW3BsoCbepTR1Pr3BwLrVDRrCODS3UBz9tMruytSMoAc9\nv7ZxXO4ugvkOpgUYM7SR/Sn4EVX03AYsyYpiEU89eAsBuOakh8sDALVO9jwC2OpSignMkgUOonDp\nWHpBPdziaBLhSHKXzMl1mx+ZHGdvbr9tNNi2wmW7hhsthFdGA+TV7j7D6Bx/kgMO4VNxBk0PrU5Y\n+pLGmnQL2DVJMZ4+pecrStL4e/7KTH3F+khAAbIYgBM0miNDDPz17FkJQFNFle8xV4fJ+g0YErdr\ns+xZPzV1BpCUUgPhCY5uGrWqhRrocJ4EFedJYnXV99pYB6QHCf5eYtsFYvbe9GaRqL1L803Kz0IA\nQGrQc+xzeD8GX8jEg5HFWwBOmipIaTSS4E9Nqe3iPdSMy6SG+GBQQg74g86PuqPRlMrq3n//UicW\n/vpeAWdSam+yV6AL5KFRYJwIWAcqc3CFAAAgAElEQVS+l1fEhN98R8LOu3kBADruFhQlPS/+lu1k\n6lgMALIug9TJvSNnhqlUNzr345jw6xDYbpthJCTY7XgeBLmcgIRzD08FIFKgoivwY+ZrSPJR/PVY\nIlWDgIwOgXlpDU6aY4C++RicHYCuUwYA6qaARdso79x7LlboqvPUiWBWzIwMDke4qIwcaA9WD4Bt\nfpGWw1aBFTHa9nqIwabZrQRgQV3Fe5n35HcALATKcKZntQh/EM7NcD0hOzrFMCczkAuMujgfZxS2\nV+CMABznJ5IDGmzpMvAbs4GOIkMHJDMDXk2rtb0UVBZA92NI3aL6D4E0VNpz9PT6j3oBa3BgHF0F\nQEfGh+/p7AZ5u7yn3Auc+IMWgK6Uq0LhzzjCuUHDZhoMb0d6SjfoOQFYjANwgL9BK4w3R+5nwdQB\nZ2roIrMcXbauTIkqQokj99AwpVkyHLoBHZgjs1CApoNxbn7OK+j8vOLEhhGnwDemzslvpGB1B29d\nX+ZZEgRxZEwhXtctRiiMF+KA4+odZXsrB0RVJ9KCnFNmHkl9ZsxUNZwFQJPvGHxKzRyMusxdGeiB\nZItYOsmwGpq4GsmoiYkq9Gl3PBfXxlXkXRTFGqcgAtAovhTSl8vBm7SXkx+sqyrKomXBXmsuSKCH\negWWc/1sAKQjHBAj2Htzzhx27p7oj/+8oHRpA3CXOxGc9loDdoXCwnCNbUsaJxdCTj/R00X1SQ0g\nmCoOqLdtZS+4E6SCdQDEnCOvtTgTtGtwhAPpYsyrkKcOI142+8aeCyKUTR1Ike0xUrxw5wOgkrEu\ngSbTsYwaR0hLhziZG7HnOqQlhIrIcI+xAcA46ongVq1TjtgWW+DWxqI7xymkIxGN0bwMB1Py1wEQ\nD8SIuCRPBVrUDN6p63xEq3HPHtEwKoChothcsA04BzSFxG9ZLHsUAOnE1w4AUqsoSXWhHetP/sxu\nQlmhMviaxFOOaIIzQojEnnW8qPW1/NLoTV04XDgzJ9rngXk1v459DkMnJ5feHGHLquM+orVVTrFw\nuaVkJPtPKK2Yl9W2NdIAzGTTHWRBxwDw+JR8vClMdckYw9/6AzqBpDk01OxJ1BsT0iPZ+9mRoEBJ\n10qV6VwXpSv2OH53qiNszQaHt1vpOUiHnJgEOBpWev/wx/Ul5X4Vx5anOXCnEuac5Gj8ejssyMx0\nipmK5akmFasBuAIgrd7XqwsmMrvsWP53Tg+Oq/e8HEaq2rNxNuZ6c3NwyEgvdFdKBt0B4VslpFWw\nY5B7PpZoY8nHABiNvyJDP7XnT6B1HgsTgOPwS7VLQNS6JKqap9yaZjgbeMsr9eQlkhFqvReLINYC\ncAn+aP+NBUAq21SNGMwrxVRxIs8cMjiZr5imrQjusqMKp7S2tyOr/fR8rqIQ95qQrh0MUS2y7NOP\nx8LjZmWPtFSFYrW0RLFfeIiuSeYJ0wDmI7QAXDbc10BTWo4nvQQul6DHtC7gebLbq+FwWgnA5Tfb\nygc82D+N87nVea8zyb4z5DCBUTsVGooCIE3DLhsFWgTi+QynihRM+mqkZtFtVihCBWiL7dHKufea\nOem60NEMtWF8gu92C4WxFPmB8RkL2GAAdVV1CVpVtc6Pl07YwInztyTqEirQzWU8xpdMRqDty2Hh\nCv2hRUuwdUp9sZ1gQtVEBgziag5oN9KSn7C1g72lOA5180DaCVmsKiutanjVltUa6BpPVCA7ImQ7\ncxzr5KWBnVhDzDDNmlU7PThESPmgWteqXA/6ml/JyxU/9FshYj/w8OGCAKRFKx+XAfC4WuE1wak+\nWZcDJa8euO5Ox4rRwpCw7cm31BqRKf8KduDvKlpyU7eVKTIachjYn6qAH/pJAD/LEqWR8fZ7KyRy\nkmolbepE6JZHzTzy+Xz2aQCj66CvzEg/sIsBsLvY6t0iAC5S5tr67vaLkwGoA8hEdiZQP7kASON2\nanhBJltsyb84k68CuxOaJHZbEdg1xypRiOWNnvwAgZCasFt0euYhdtsPIKdFzRQGEXwM/KD7kOli\nGUMpzn9iXdc6mwFemAPiYy+F/hIALsRfH4DFmujo9KatvjETfkA5M2uicYy6zDLLWCdSGXvCXM5u\nddgUHR8fkPUgkmOe4JIzQs4KzQvsa+Y95ZzjQVHqshkWWcXyoPIp+ILwB6cvDNvh/YtQPAMAi1bL\nX6gDzl9SR4LRKQBU2ZX4QuzR7XMZ0fO7Vawr0fKuozgyGSBUBZB4ypay77KHidLzVclUJiMEg+Li\nTNiliQ+prgUdAMiDGYKLHTM5nzCI8SmhcQQdMAPQXLlnskDJmy4LQG1lng2AQ/fNqvwQ90bVpu3Q\nYD2rZo1mSivBp+8icyBQTgqV6xPZlreXbG8CrI+ReRZIfT+jqvpm2GArkYcFqsEAgD7mfS0F4LgI\n9nYNjmOlqXI/812ZG4eiu2idBYBjD2/r5VimA84v4fLfnEcED3K15wE4mn+mAJi0t8IUwsoHKKPI\natcFtVtfgvu7nRxckOF8hFlXjOC+hW6CrP0wBg6lNwaU05aVtc5A8NGUZxiFxAUAxTFmulTTy4nB\njNtC8ZMBOGi2Y1BrdDsA2Ev+WOjhdlXNn3oG7jxWvsTQdLuAFABb60EK4a6LSowHHRtiWHFAfbna\ngmFM6U9d0xOGLNA6lOzJxwJs48vAlMRPqmfkTs+67aSu0NZ2RA2TOwWAfi52wE0nN7jSg/YU1cme\nDMB4Inq2DIC0N6NoglyxrwsVuS8CoNt9onhyZ77yjgXKC8+itl2l3I6eKNy7btCpiMau25vvKpsF\n2k1IkqdsGO00wnhwbAWERHYc+avXJRRAfjRM/Aime1YuwmDCe3PVvYoxO0XjVAB2vfCnaAqAa9ou\nuJZ7MwDUkyImjqjjH77NAQv0Q1PJCLF4Doeydmpf+yYVkjlwG5p5T62UDQ7b9eb67wSYmwxBuWoH\npqxquYGlKOJhKZ9ASTwRf7jF3lE3nDHLf3AaACGrcAnzOkxu47QMmDcDQEKV32ZUKTBxA7e6vxSD\nYjqCQzaiQV2n7hgcx3TE0eH33BoEGqi1Zs1MA1oqH4+Ac+SCO+1TlppgXu24AOUyd8w6OFZQaq+K\nuGRW6kkAhJswMTijkxGH6Y2ccgxvigPii7vLAx6Rdff8VmUzYlEUENgN7RxuvugVn9nUk8HQXFox\nQdnLqv3FlfJN5fPhQc4e+EdYN0VdCmHO8yM91FOUg8yX4UyK3CslZwHgCC0C4Mn5fxdKIFyiA44k\nNcJXqAC2t7BjVxYaMLDn5P/Y+ILKvnhjN7OyV8AgDvJAaiUbuTIa07amzWdlRYpKxdVyVPu8HSny\nsmJPJ1Mfw0JzLaFOgKMFjobwqSJ4WSTsXH5A5zFcZrMLAEgnuiyBWpW1nhi/VdhsrhWO5hpi4x/Z\nwHrEFk1sAOqD6amm7gbzxGjzDDqmxzPFAuWkdv8pSZd7o4ckpbew1b3et4GcUOwhj0U6jQPC3Mkl\nC37TAnD8xwwdDtkkAIvICihbA7HhHzzdMUl8px3iW1olpZk+GrMdoZ771Ce8azCvUBe/axbVguUU\nF4wP1UjoKjIPPKg6q8aDscPw/ykAlNdoXgWjlwXghWiRG2aeEgXAzg8NFCiX3MzURLCUAaJMbqaH\nCdsG8QPVMgM4ocK7GnCl3VzOhvvTMvM4QjYH+l5pKLCe7xrPHpwEQEqXtLr6lgagVPb9VlyqrvLa\nIRtF0eTa4KHBlTKYKmTfOys7PwmkOhoHMSFcuX1YF+zGLggdAtUDQI4qi1sGwh3OgB1yx8S2z04W\nwfNLkTcLwIEKlC1q/H0uAGY2ANWXqlhXGMJdXw+nuQCj3duxabZBbDE0HUmMo8AvSpnwx83MbfjR\n1x8TFRWJsQ/XJchvuLA0htn+CR6Csc9LZ8NIAXDgS6lq6qap1zTnm97/MOk+WDb75VwALPyn0Wkz\ngr+FY0pgb0npKUzMWS9uAMocU7yU4HPrFjC2n+iVjyyMW0C8ioVh7fUB6MsUdCPZ4fIABI/UcgDK\nS3YqAM9gmJwNgIWnZ131jwoKO6MlWyAkNlzVin3Y9XFdmTUFAyApKa1UPgp+aZbjJcJAN9BLFqNq\nBY3Eb9Amj6nh4bl8g8r4CB2wOWmPa0Iro0ueD4BS4xoCEBM1SWGMYNIjXQEo0Lq+OyGVis1xhK4P\n1NtF65FkZaTYTgId3dqf9XZh/V6CYMemhHF6CTS2lMPQN5ISgzE+AwCL9QA8hQOu4n7jC58TgAVg\nh/bjHURxtc6TpV0KsmjSN7hU+0yptgt9Yd25xDkJS3W3d13qvgXAwhi/BME+lXSAYzsKJ+c6aiT6\nkDzAX0xSM9vrREf0gkXg8roBOK7ynE0HPJ7OC0AsjOiVnLYRuNTq5THVEC4NR7oBd37oMg6NVGwt\ngy0R3O2M0gjZKQpNZQS5GFfFz4JAH65CHKem3XN5AMKl/AsADhv5dlVNw/ImGo+GSJxft6MgaJzC\nmFQPyi/9JMm4ksEjNyolURuTKwtZMH9BIRxgaDGyLJPTALggEQAvjBOAi+dknY0W5x0WZxfBRWzz\nLmY0bIv7mVN0fCyOsZDRWybV2c9iL/6Tn7dJrGS6jQKNQ9V9AdJTmawxvBwAE7C7bHF+iiO6WAZA\neDnMLdCjSwFwhXVybgB2XQULVVpsdEvoeuWrb6YBKHMRVd01zpnFUYKoVvpBKQ490rd8LqssVG4Y\nb1fiotFRDbOWkcdpv7Olf2KX/CUiGF6e0whB6rv/qArcLN/CuQFo7xobpBD1bqxRThAEiasZES6v\n1qEqL1F+FCgvYawDbetR+uVQPUrDWOFNucBAT7iIYxAzHgYWzoljGhaINKoASMc24KTzA5DSNwzA\n4bmDTBbH2W+V3RnFcLscAGx5X1Ho4QPqzMosQ0lKu2SXpLVDnBSFyCs9LBXmpezmcZnoXODopJCd\nlg0jz3vyrlKZ93oY+3WEzgBA+zNZi7+LA5BiZTsAcOCe0Z8zzzkvXWZbGd1/VUQ+E8gpyxJNGIPt\n7Ca6KKRhiAVy0CJGQLdUX18gFXVYwZlkgcDfsRyQqjOfT2dGLvnsIrh/EPOPSp8uC0Doo9q2bOt5\nVuZm6VGErM0B4f1T8OQpABo8LOHjZ0IlA8zEOoHXnrHY/UVYYA9/4FbnR47qoi0AF97U54yEJCru\nYB3w8kPVdGEOCOMb2vdWr7Y5orKXUdvbSJ9YhlBCJhZlQntUaqBXjrc+IhH6bHClrm157GcXs0Na\nUoXpRwGQdpmPSy/aAe7mis6m++WLDql1qXZHvIhX23RxEaz+pnHscPpNHSsBwFIDgJKSJ4+UEoAE\nW7KoWx2QNE7LDqgGpVEkoMZwpSTRFy1aPbZhNXmMH90ZQU+vpmsAuF95N08SwYPUE6ol8Nsjgg0i\nLQDNFm4pmVjBeR5BUCr8AbGiHd/m5WWaQje5wWoxckAu1wraEegXZ39+xY/vjGDOvli80rMC0HnI\na22Q5wNgBzyjvmZ0wheQO4vaS0wACs5qzK/MYCZHOQRgCIGQnJetbxK/vYgN0h6L7wcG/lYD0NSl\n3jUArlrpWQDY00qsCPB4Ybl7xGyrAarVrXpOX5y+hU+5oRDMFR8cNYS0asvCMTTHkkxN0/hbqQPK\nGXzrK8nfJADpUQzwWQCIXkCD4mWHaOuMmXRWZ0++n5kAI7Y7L2DlAIFxiAs1HDpcdwC8mAz2WBaA\na0k2cMcQzsrCdGvg74rIqhuA42ufA4DtUR7FAJ+JAzIrQjzK8+xj7yuIme/JkIkdN1FdtVp7Ih8g\nMI7SDGdogUem+3Zu+OrR+JOXNFOzKmGUXpysAiAlZDXzQ3oTAFyynwl6Hh0w7VcGm03aWFs9Z50B\nTLnob0ct1xOxci5HG4HIaQ+AaYQiGE6VGDOR6WWUQK+tzZc9tsH8X5cNs6gGzkkDAM5sZxUA2UW6\nczwLAKkrJV93MeKsyDzkabQPwNEN2giUPLDiifeEnr2CDgAYYyKWPROZXEQJ9NrKVAlAmJNMVwHw\nhC5CfQDObWcFAK28kuNpcEQXASCd/QLJeKCQtdkTYunSwRRUGiIQ5Q1yyLrymA1AEgIAE2xkalzD\nNDoZbbP4kx2E+cp8wKNrfXoAnAXySgAuquxZeWoLAbjukixeGiDYMTrDPUNmOiLadnCMBXC8LDnH\ndkQBt1nkY5xCUAL3YTghowsogbqIhXXeHh+iNZevCQG6oBX8hgF4IULsobWLE/3ao1wT0o4DmRnt\ncTQ+Ypr0h0XTbVp4hfwqbTcbRxcxg+XG21p57W185wEIJxSuWNxN5C0DoOSBRA5d7+a/pmuUoNaf\nV6D5G6eQY6CtFSAahrGHuQrMbHQTC8vEO39KllWJ13WdW2WEHH01LwlAWiwrrp2koVRbAsAL9UUC\ntk6xRpPASNi0ezqMdrSMze0+1nn5GCIRKj/ynAxPFQEYhZHHoEuavAR6N1EceGdOzAc+bDrdhfWj\npfy7D0AyNTLm6FOjb5oDMgEEwzDFU4wjA4DFXH/sOFVszEMA0sTzA/DrEBhYDt+EIeCvVBcgVsXq\n4nLCm7OqgTlL2tBHgQO/W0P7WUQwvWgk5KRhXXobgy/eKABRHkap0UafCHYVR/1QyVToBNIGlZ6l\ngiBqhix4gOOYplHoQ49eaRhTKngSvFHFeuf1xAScdQCEOWUdg333dMCLyL23DICyRWpB5WxOOdEu\nTVsGSLEMpACMTp0S1cn1OTdiIAJqSQzNPkJf5uGXhewpGEsASifPWfEn7KAWfwyn13YJh++eCL6Y\n4mXt5E0DUNoE0vzoz8mWQVTIqQ5nlA/FAoMdbwEo7j74YzLBUiEIx4U6SKV3h6LTW079PHcspMUf\nB9XCNLOfgQPSN50NcwSlbxqAkmTePjFn2iCpmY2m9UVdcxlUbr63a1lgHCnh6sPYIlmSQoWCWJZc\nWsYpqIJnDoV4Oe/wBz0Rje1fHIDIsN41AAqOwBu+IoX7MkRU9yw6llVvQA7kWtHPt9K9oFsZTAzh\n94TNZyIAYFQGXoYALNPkyT+zH9qDa8nU9DHsCWY4ed4iHdC4xm8cgLTgNa+bpqlP5oSsPhLIGY3V\nBJslRwzeO/Cu9BJnCgUBJYOtVCuxC3AykiKNuMxUAHfh2QPBQdU0TA+Hk6Nq304AGvSmAVh0fkAJ\nw2q+p+EIsb3YwDEHkMG0rThaOIsRe3IIa5d0xgb2HlLanJdX4G8RbNKY31QoXc9LosLjghFyUgos\nnqkVVkt5BQmHbQpWWhJSBckxfsDj6R0GoP40RfUENVVRNMdw0Qwmrho+TsYmOKkcaMPLVNcl4aSH\nxGgLnu9KXMz4Bo5KSWQfpyZxYdqkvDoXAH0tywPdqRY6wgqNszTG0DkAuKiD7Tp65wF46vkfuV7a\nJT9L+DkFMog1nGeTlDFRWacwwaUnCbnQKS3OhD7oTuJ6fiJ4bnnKfJAe62u0J7zQ+BMqBaRGGL2j\nhwD0F/XwXnkD8G4u14W+2QB4FAuUyLK/cQhkmHgVp2rAKmpyKgXczsn3kozaWS4CgLA5W+fz/PPV\nBAeVHpPSmh9RnPvgfOwOxAHAC9xNAOCkCOnRNxsAZ1jgWFyXpP1GlcQV9aHCctV3VNiykLcOXJBS\nE4F5SXv2RVCWaGNnl6oC9vS0r0DaH5Gyf/18sku+qx3Jyde/WoW/onrzTrjzArAxTn6INcbcA6dS\ne+ZlmqbUmXdhdJX0gQNKm5dSs82Q4HexPf3NS5KsUrL9KLY3i9tcdcNPWgYI5SaWk9t/JiOkWYW/\nN54LdfZDYIYh7GJ2pqMvaXUgktoAjOORuTYG1ISGlQd5pRwyHQJzwe+G5gV2KICE17VMUAjS3W7O\nYxOwIAiyLGcqAg15NmBh8LZMxXsmADbNOl/YNx0Ai+kLkJp16EHbQzy1qj9AtI40TKAd1AIQqMEO\nTRFqsDYhm6OhfeFVcm7C6thHAmOGZ+1lWQCMGMe8Rj0j6GxNyhdf/pWesLPc/dOCxufukj+t1pLU\nUe812aBjQJmJhopLY6RjgRkpo3I4OQsaclDoz+UlML0wCBYqhDADYrfjAef5xAqZToLRwz8lyZ6s\n3jc7AE+jcx/CjF1lFRyqnBdX/eUI4bARw4MsY2807eyQLEsiR697Hw0g0pbiiY+LEhEkACVpm8Lv\nzbgO0PqQAExpO6ZCPilcTdK8DABZz+XyFwCcNexpP/u0a7y7gNQYnLYHri9TC+Ku1Z8ASTZkgE+y\nJRHtAFgU8RIemCP+mgoRWFXABgPxlcEPwfeSS/efbGelHib1SDT8sgDES9h+PgqAz5J3NX0IZ6QJ\nAKpmi/I11S1i6OI2AIJ7xjFWZsUtBCUA09hM7LNnAEu2lfQ7KQpZiSxqhg/miD8FQAG8iue7BgZk\nVoofZlymv2KRk9H3C/HnPXk7ekkASurkx1EAvES5uUEzdvkzAFD3GZevmGQK7QJI1AFw6dalfSy9\nhAiAANOraDxqJ/iwXJD1r0Emo3dePm1g5EoASwA26q8AIBfvqtwH9qeyieLQMLAIhfKQBMYYXhaA\nvbjRWwhA9uYBmPYASKXYjWNq8MRFJHvlg9uaQQ0wQhDSD2jMxzhZAB7f/jWAtGjJLAPHqN+OlebI\n+yr0N4r9VZUUxzCZCcYz7RrsvotHFlvNR4RSW7H84kaI2nd3AetjALgwD+ToY5QHWYyECC8HwI4d\nFL3LZNDipq64SAxLx4kfCAAShCA4fBkXSuCYi1k6RPq93I1EqXEZ7HEYgyjwR6Iw9GH2ltijEMPw\nHUwprgQYkQFCYUsU2zvgle3xuQwAB1f/CADSC4vgQjIO95zoCwKwHSs4yeIXwC8Thm0GaiLwTKKY\nV5ICGgQG4TYnPBoFYObaOoFBMnM2iMeFzBXwKwkqnH6aBalAoqD7G4O20Bo47jVfEgpG74AuAECH\nbDsKgNb9OP9hwuM4oWRdCoAkbp8scvq5ZYHvBwhDQZJxZQUUAZfIZ7xkjI95zs3ROMgKPpMPEwhm\nV6YpMbw+JE3Fnh62+0NL++027s3jLgCAfXg/jx9wLQBZM55fB/mhq3I8R28wmapqvBAAqeFyNvd+\nHAoh6Y/AGHVIpSoAjDBdKY6TZMaI9Ub0X3EYJWfTPBBiyJndSD9B9/WNgT+BwJs47ONvCMBLhOIc\n57YWgPLiDlyzBp020ho3SVLZe6VwWpyXAaDYT6psXO1+mVlvetigVlR0BgkInwWJBV4npKj8Z1Rt\nsqOSY8RKNweLbsLHqH8VST/jf12DyuOv/sr8Ktp2tlcXZXCbTk/YMpQs2FdfITsOgHM9N3Gwr7Wg\n/jQCtLkcjt4IOsbEiQCAvCkUtfiD5yHFNPkSnkH4Ki6PKMn0gmqXewjAptEvN1UlJFavYiG12q96\nwfou+bPkumQrAUjtZoQudfx0Dmjuz9F680IccLTHYuc4sJqkziVx2B1VIa4WAz8sq2oCLi3a0e8o\nDIMsyACJIAaiVf1RfWBoXl6DVcwFAJubq1C+CADmeV3v9yiXxZ89VnjxjgV6Qcabw9kByM4AwGJe\nMp01ZdXV7foiAKRkuslnHNsIbTnV6BrEWJbJIejy8KccySYDhL8BZGsR6gtNMklWFaV70Pty18gY\niABgGd+F8kUA0EuglgYcruJPJXR3jca6zgUBm9xX5weg8+qfhhcHCzw3AItn4YBzTWahHYeDAU6s\nZC5tfTtlyur4h4714bAQUq4XvUKHyyEih26ZCkUwYk8CUMZFwCeoDg/eCBWYc4CfQGOdB2c3QtgF\nAOhiUGcDoAb32wFAp/OdkJUuUTDvp7KkApOxwntfsDJS5vlRNcEehOB2u5L3AZjRUsXpjBr/GM4G\n3eRyZ+8CAItLAlDTeYyQcYIDpnPO9dgpouOF80OMFcikKTyoexRYSAivqqN6EsFQbMEA0wEHhITn\nHAPG8LvcE41TihV8QXWRUBy7EAAHdEYjJIBW9A4j5LzOb3nAM4NYY1cCDI1X9p8j8UxGlRUFYSDh\nPeijKgTmMSzQx7BItT8MAQhj4SA2x7nYOC9StHkI9i3kyko6OwCdX58fgCfN0+yR7Npof0dX1bAs\nIATgJP6wB1Ff2kLbtPUAJNOGRJLZ0xoImCF+Hgiuf4QPJm92XMBvv0NHdNmolz0C0OM0pSXir+Sc\nQNiYEmxcnV8CgOzZAHhWN0wxlMDk3ABEETwtgVMhnnocUCZorUzLSLEf+TSZxd+x6mQpTNqoXOuF\nBh+MMG73gs9t7VDcgw/xmAzKXUoZn1ZJiqXpqDw3AEeu/tkBeOYN9gUfvQwA5zKsBiPtZJbgylkQ\nAsezylxi8MBYc8yiDFf2RUD4HRB+Qtbe325TCb/68fYhSbvOHxCxhgie0GxKyrvVg/ysAGTHAnC9\nunVuRA/u+xsC4BnSLnCg9ZwoDUroRiTniqSpAmBCXGUjU1updw1yP8CfsEOSl7d3j/U+vL958KF3\nvGDEw+nrbfc3LxfrnROADvw9fptNj4MLbvxZQ+cWwT1oUGxUf06qjzzR9WeC3SzzGej4ZZnluiVg\nqgSvn8Zz61nwq5rdbn/YSfhVVUmCJI+3tzf3L4WIJ3IUQ8CyCUznZwbg4CsNPK7f9C6W9WcNnR2A\nvY+UndkKPi8AnQ2kYOugMwoJPBWJU+wHXtQEkVj7oFOyXAIHdYP4azT+0O0sSfXCCXzf8xgZLzoW\nhs/zADA8hC4A0ssBkC+lQb4XtgJkvD63Gwai8lNN7Vdtzc9cG8CWbJArlRv9zyZRmGImf6y1siBf\nLIG9GpGm1D9JbaHmrio0HORI5ADmyTpxeDYAskEtJhCC7gH10oezApA3Oj3QzhZs3y1G4GDLSKw+\nsyO6j/XTWPjTsIUZloUIgyWDTOilMPJTaAnYz+AKljhjckDcfm9gT73BP4UODbYzWguzUcgFAOg2\ngRF0EQIwGgJQeyVO4jWXGdtwkSbl5qGeZkU5RDDVUUUvKJY7UzKSqszmDnRBtQSAHuDv0BisT76V\nr+1sTPVH/nUg8JwAdHyHoGed8C4AACAASURBVMsQgOHtKABPoMtUjtDL18af24/UmdhCPPPF/mRP\nLxl0npuFgjhvDkP8aYZYVcx1kMNk1wsnpH5bVj8eauWbjOro3ABcPDt3Nb1bAIRyTjnJMMva3s9r\nyCMGe/r9n/iBT37yB37i9ydgm+Qcgh/VCABRFA+OMqV8oJteGoChlaW9tQF4Gnoo+lwvdeTvEADB\n9ojTNMuCJEBt/4h+f1lMWtT+xI/+3r8T9Hs/+hNu9OVYBizwZ9seFTcZIJrF7cUEdggxHbFI79k4\nLwBpP7ldGSCaeiL4hCFvsoi7P8DljPROAFDVs4hbK0xf0zBeC0C/gDk38v0nfubfKfqZT7jwh3Xo\ney1+FQAhJ7XUX3CuTWOumCFH/zhxFEudFYAEJYHJlZQBoik8EwAplYWI6dpEpeX0VgKQ9iM2cmzX\nMFi3MKsl0GI3LwhV/rqf/Onfa+mnf3II1XpH+A7E707zOs0AU4m9zPexPC9p8VgkWckL1/gH74wA\nxG5iGDw3LtK3PdQG/vh5OCCV+CO010H0rPSWAdBdJd0Wb/Vpdt50kMiEBDVMDpKjU6xm+v0f+T2D\nfqSvBwrbl6a8PtQALGiIoDhemUZhVJbEZHHgqOG0xPJ1L2AsMH7J8zwJhDQ/JwBlPzH7YWxtYAxQ\nf9u5RLDqnTIbWz2BLt0nfXb7J53aJAAz8vSk46YSHVBLR2UU5Cd/5md/9md/+rv/yl/57p8Wb36m\nzwKDRLA3tq9h0FeSoajlZewncRrFcU/ABpynseZ7vhDHnXWNzRV2QcXOBkCpkw0gISD3chSAqzN9\nn5OeGYCO/qgnbX4CfzBMKWjj9sL6DaT2mOFgmU/814K++z8R9N3wzqUFPnmHRqe5BHkmUxk8h4Qt\nurE4QnOkVYdAr8b2WmV1PgBS5H79q6bc0FkmJHH9YAOQRhdkYCfTGwfgaeRPTBzMuJE2EhsRBCjW\n+DjA7i8DAP8yvPu4awP+wTJy+ntqu/waP3gmcwxyZSanZwNgTxy2pydDcQ/ftoUX2xFNLmhBnIHe\nuAg+mUYBmBg1QtAQE3ukUhqn0FHm+78oSAIQ3n2/awP5foLBQhb+rBHu+0mW4CSxS/sBFW372TBH\nJFo+L737ABxlgYljEK1gB9BtK/E+AbD7CADwI/CuL4IxSlIPk7aMna2b9nphAI7lA9J26vzbSu8+\nAEfZkN/DXwnttLTj5hNfELD7ux/5S3/pI39XvPnCp/vMr6qECogZznr7XpDz3bpE1ucDoCLeqyFC\ng/m5OeC6vb37ABzPwrOXK9POVn16+tc//AWDfvhfOwAYHFCHy2VIrt5hVeaxI+beCACJAuCz7PtI\nevcBOOqKsQAIYbzMtBDeNwH4fn/dqkqECog2BDT02BU5dOXdLc8jfBsASFN03r/NGuDlAXLOutIR\nGrvnRsyOxjA/y/r133zq77X0qX/TW9WDikqVBPiE7myv4ieNuH7vsK+OP8WlZAEQx9teLoRxJnr3\nOeCYDNb4w1BmlA4Mik9/9u8o+uynXevXMgqs18tPm7D+Hoca4vrMJWB9sgCIBdiXv/wn0lsMwH5P\nwPFFXFlZOpcawqZp6qgY+sP3NQDf/0M3ACEAsqZ6aRKABaS37wUGLxj7/NNf/9pXv/q1X/9T+Wl1\npf8bobcXgP1Wru7UT0lDfGn8YW/K1Gk6/NwP/m2kH/w516/eYZ+WVZdZmmcz9oc/mZyodEBeCwwe\nOdd7ln7ta//ifxP0L772a/jxovzvbJL9rQVgqzvLcAavXCpUdxlMdHhB0m2FyB4tLnpfAvB954/5\noUzNNtJT/WS8RBYMT0xA7IwQVkOO13GNaaduO/3ab/5LRb/5tQJVwLdd/wN6WwHY4Q8SARhzM0Dj\nCism6AdWIR34IUab8f6r7wX8fe+/cuOvKU1Ue2Sa/3m5qTBOARAIeswcAcFJQP3z3/iXLf3G/4CJ\niX8BwDNsn3GZ+em4XzZD8J78JBssQQgdR8X7nxfkZoD7ve3y8+ZMkGQSfwM3DN8f1hcMTgHqz375\nfzXol/+0SOO3OgSn6dyV7306HeASgA4BbOMvc60LeUvjpXP+H33f5z//fS9cPwWHtdaHLwA4AdKh\nHxDyVmZOnc58NunXf+N3fud3fvOvfehDf+03xZvf+OdrRvCtI3rkb256yzig6wQYpr73OeCSLEmM\nhA5th0DK1qT4849+7nMfdTPAWjG+xd4Xb7rxqssR3UzL4XWpa1/9XwR913uCvgvefZVeygN95q2+\nAwB0I3DJ9e0GK5mEvDKBkmPvE5/7nDMTMD/o/NL8iE6CSwEIcnhuvO381VE/fOV/FvQhAOCH4N1X\n5ltEHUfn3uhbBkDnOXIJQAuBmgEmWTaxGViohyBft9IQvyY/97GP/dGAlflBvloAHwdAZIInXBiT\nvvQ/CZIAhHdfessjcC29hQDsXzquAWjYwURlZiZBFgSjm5GLWEBIlENb/CGkCL/ne35fw87PYeCH\nGq9wbNRjdL2xWDA/HM7jFfwKwE6KYHj3lXcEf5cCYHp3Y9PdkZXNHDwwso0N72Yf01SAK/OS4mmU\n/7UAtDyEbQ4xTlKgxUc/GuCcGSilgKkefW/ySiD6fGy98WSEFebwFKi+9s9++7d/+5/+1Q996K/+\nU/Hmn33tWXrknYEuBMDHrT1Q7bB9PG5DbXMlZgAQupwT4qvqdDfpQbAG/mDOsNoAvAj8VR//oX0N\nsBsBmsfXJQAybXIPLJ+JbJh6sU9wClN/8Mu/bdAv/8EbwN9RUv9CANyGPQCG2+M21MIPJxGh5gYl\nwnTOx6BH8EkkeIHyT1uTQ5rD4cc/PYUnj+8mRzH1KeA652GgQ06lY3FXiNh1NyfP+ed/5X9s6Vd+\nftk6bwFdCIB36eHQxMZQv/TuuA0xFL4mABc5YDQDDHDMm4tPQjCiKv7WX58CVL7b0Wo5Ar2K6BmF\ng7jJdD5g1ewPK2jfDKoNKP0/v/QrLX3p33c/XOYGn40uBMCb/WG72RpD/fY3x2xGIY21LytWhRc0\nUIInx097DMfS6d4KeVWlfDkCc67x5xnhZzWoBvzp1XnaAEBGgwChGZwEr9/X/sl/r+iffK1/BZ2b\nOcexnEzn8NMNKb09lJuDNdTv9hgr5PWrV6+PHnLdvk36v1C2P+jQypSfj3EqALh0sLDfLRkYAExy\nDUDZXQFMqumHiclm/JNLMWCa+0ZLbkh8/o8f1gD88H90XIUBfTMDMLw/PF5vrktjotB9eMTRIQDP\nTSkVan97c6cAuCvLcrlHMKhadpobAMyxevM9Zct3nX7Nd1LPsH6Wg8EmTwRBCOojK1JoWvdb/+i/\nQ/pHv9Xerqn79S4CcKmdI4zguxeHxzsDgEeZwRcAICWG44PSeCrLaldWi7qoqsW7OmFTBNcVmMZS\nB+SVCTCLeA+Vug3wDLcsKpTHe1juzz/8S4C/X/pwqpsJEfBYbU132LbNEaTvIgCXxhe3j4C+0ATg\n4zFmcPrq1bk7IxIhfhnxvIBAzU42lWbqc5qvqYJzhu28XQWm8XuhoMfH7fbh4TF3AZDlefgIDTGt\n/qu9BoQjJMwz5IV/8J3/raDv/F2di4/x4N5gp+42PEONygJaBcBZ54emO2EAb+42sQHA+BgzmGoA\nnsuWo5Qf9gUBtpekc7pdkJ1UBqJQXFGYqfjepqObl7mFvCR4+fLh9gZ+un14CY1omIW/apYRxpFg\nebxufv7Lv/RLX/4SIankc5gQc2MZ2GAMqov5LgJwKQ5elOD6K82hfuWLI45OAlDwwTNJYirEby2M\nEADWEegSMGnpoU8vNdnrJBybGr23DZES7+UdQDCBcdZJ4L98UNDb3N6JtxqEUAY/YJQ2I6SyTSrU\nm0ahSn7+3X/45S//w38PFjJv79eN7cIRAFTP9NshglflAy4G4I3DeXWMHwYACPADOooJ/t+f+fFP\nfvLHP/Mf9GchfsVdQ71vJf5eKnQo2ozTnS2XZZrqex0HSzyAIEC4g56CreeH2zv9FdYW5LbaaLa7\nUQjE2bDquz//ji9/+TuEpqmMk6IFoHbH4m2QaKXvIAdcLAlvywH+ytsjjs4E4DGr/5RuA/1TGBep\nQfwSK8PPDxYA8eXDXcuaRpfRdGsjUE2sfs9EThHeSQgr6HkYVcwKFWsMty9QUt/J/QnFkI0zQpu+\n8ou/KIMgjNcw3FOgUACwc8ciACN5G99FAC6lx9ubPt0eYwUbADzCGKGf7NpAf/LPIfeppr3ydP/V\nq7k2vy/vgE/dTIHPptvNrYVAfDUjIShIxGOgcOcqOM18tVsFQlAM+QKN8Ld+4RekD0aNz6lxvrbh\njkUAymVbAI6kEz0PvYXpWAYZADxi7c/INtB/90d/5Id+5OOfDPcHTge9tKJXU34WKXdbFByHwKce\nB1QEuNNfRsMzB4g+3EnL5BZVzCffwqCTEf7Zt3/7n1kbUSLYGPA+BKDvnfeer6K3H4CvAX6vpdSg\na2yR/yDbQP+oFsOfATO+DwxvlAG+NEyClXQ3ROAAgFZ4MR3haIn/JDTFVuG8vd2GnYNGzsW2iJbf\n8R3dJ47DkvsAJNEAgE8TWW3H37tCpsT1LIeeWzJ9JwCo4Ad+6RWc8DPYBvr9Tgz/AJ3van4y+BQC\nN/aa3nQywkQFeRYA+S9fbrcv4KDucz2ozgnAL33J+lgOAbhvZJCPAQBlECbPLgJA6qpL6bsl324A\nFghAzfZQGKsP1KLXFqnFPwm9d983pzH8rSWDRZZYHLP00EPgzMT0OeNOM8jk5c3m9mUyygFJ+Y//\nfpxk1ncDEcz3aCM3FeiIcgrmqR4Zt3vEmbbUd0u+9QB8/brleq8MABbaONb0mr5+bTtsfkjg72d+\nyJ7GMGfyrrY4RjdkIdBLVgPQjck4eQEbDnLIEx8CMA2/67tQZfWFcaMBuDfdsfsbiPbtGgThvmmu\n4GFr9NBVJtPfVt6kuQI868e+W/KtByCIYfn+tQXA4rWNP3WurzsAfvyLX/zij0xPY+ixvmMsjmUI\nnO8PuPiuPyp18PbFi/utoEfwb0eUlpSm4WZzd9+GVDwBQ1Le92Rea8ggCq8EDAUQ9XDdZn8Urchl\n7LslLw7A0xqSAa6oAqASt/onKZD/5NegIdSv/QkugAu3YAQAfv+CaQwd+E6Uu1MItAAYS5AIha5L\nEVrqYo1ZtH24czvDBXe8o0UcP8qzuUEvo/dwu031BJHbbWn6tZv9FaJnc3N9td1cb5pDvLnaRPvl\nY6hVtc7yO9p3S14agG5vwZqohtIBtcgVglaoeQKHMErm6VeNhlCp/LUF4I9/4Ytf/NSCaQwXAJ9G\n4IMTgI+bx0ryo/Dmfu0FjXEktu/p8il0fmMsEFD5kEvh2uS+8uHI6PPdY70P728ePJgvliiCcqyr\n+/v7cL/Z7sOr9PDifn8d1uF1vdZHPd8ioH3Xd0u+9QCUXpjXrYLXvgF74h+YDaFeWz+/evXHP/yF\nL7w/M43hUuCTG7/pgiIGAB9fVJ1IfLEagUw2Gjxg/WidCws2QUM5yPPcVvDrHKEpmeXNzY325XSR\nbC+5EhKc7jehAODhcH8fX4ttXkcXREXfJnojAFyBP/TCQBSk5YAp6ITC8E2enn7Vagj1qgfAVx//\nwhc+NTWNQfKIy4BPUheW6wAYbypDC9pvFneRpNjpWrZ3s4AmbImm1cMg+sa6GhMo+ssD4HuKUVrC\n+8X2avuY1BKAewnApvmmB+AKhg2AUskbHQDlT9nTH9oNof6kD8A//tTf+9TYNIbzWhwTCLztA/D+\nUSDv9jqUL4fHNSyQFAp90HCa87qx9H+doS+TsRivXcaBMjcAl3mYZVehMGMKBGCzv1ciuLlgmPgt\nAOB8Tk3nlwVAyXetCNY/ZoIBWg2hfq0PwFc//tnPuqYxXFTujiCwA+BNBVrQfShfDtWN4DkW1fWM\nmWm3OxdAq8GOZTo9BrNRqcyJFrxQW7Zuo/Rqs7m+jjfbTHBAAGB0vbmOLtXCFU+/B8BLt2c7pg7M\nAKi0OQRkW1y97n7tNYT6x30ApuH7f+ejvWkMzwk+nKYkw3LBe+0t3+ArYE++bFb4MA7O3qrdFaE4\nRxhGgg6upOpIoi1XiXXFTutIsMEccH8Ah8wl8Vf03ZKrOeDKtLwTCxEFonoO5zYv8PWrfkOoHgCF\n6P63P/hZcxrDf/M84POFfZlXDHBX5RKB+QQA93v0wGFMQjHBoadj7YWTKxDW+2Jwe5SYrrYv7rwc\nEFkfsbM11A/FrcEHbV+W0/kB2P7yqt8QygYguhD/5t/+VDeN4T9/Fs7nFULs7SrKc+jbG4AUfnhi\ntgg2AFgdVTC9lAZYosMfJQjBbVlVu/3+3PDrASbdWm7Ji9fmnQjA1yMARJNk0BAKRPVrdNqk9DWy\nyj/+3s9/VAPwbz6L3PV5s9vBaHXOg1rW1Ilb69lGiAHAVUbIahqiKXX9yPaH/OXmDvIcDqch0LHD\nPsuKH19ItySkiPKuduAydHYAxup7gbNBQyg43dev1ekgC3z18c//oJ7G8JHLo0/IWsH9dhUvs8Dz\nc9UeXTCXgRtGa0Er3DDH0DDZ1Wyd32FDHE1ws/EgOHIiAgfkGhYRbW9v7kOxV+j9faFOmorODkB1\nsKlQ8foNoeB7yBiUsRP036T/1/d9/r+UAPwbNxdlfJjm4OUwIH3HekmuD5vb8zmilxGz/hhkAlA2\nCcPlDof8YQPVerv9aQgcgCmayGXf7wU+0osi8GQApi4JrMjdECpVsTh0IB4++rnPymkMH7k9BlgL\nydtBpqFfCfS5Bmrebs4WiltIbAxE1AAl3HfFoATjEzLY34kzOBmB1OJ50USyIz/sOTlxmsTM2icD\nkDoZIFL6fzgbQlklnIePf+5zfwOnMRiB2WMQ5uZ7+k3gA/vjFRupcXqYTUY4P80XcUPOqNYAUAY/\n5fAInYZATEOlqj+yOIpo6jCEED61m/9zAvA1tX569cpoCPUV3SzKTts//N7HPvZpmMbwX2xOsUBy\nV4sYL8NJnZ7EXMCzBZOSjIRZfe0uIX/ENtOxQUnUfENSxSubQy1kcAAA3B0zw6TbvHaIE2hBS0k0\nvmABdbInhkLmxPc5AWgqE1Iy/79dQ6g/x3rF10VVVGZrqUP4Pd8TwjSGh5MAGHDHd0KYBV6QY082\nL5+u79QA/Lqg9iRidcNOuwWOmzL5Y2zeOdI6Yw4Hb3P3xHe7M/BArFcmsknymJFFMWAji0dXUaNS\nF3USo4vgx6Z9V/OjYWjqgCZnS5EKoyGUKpnFxmbdDeCH4qMfLWAaw+3mBPw5eu56kJRcsYbHbZm7\nn2SzTcpNALZQOAltHS3DDGhoKdGCr1PQBC8SMjhAAO6ao0aJOXc3BkAcZUfqmjJmetzZXPZhvYCU\nV19/whCPeUzLD9+wgg38GcWJuiGU1T6gY5bN/vX7Hy/+6GMf+7nNsTZIngWJ5G7a0oUe+kHFUx6n\npJvCLhAZj9c8OTmgdTmOhiFjq7iV1MzSQbBOsMAHoSejDN5V1cmyUW/ebYNQCu1sBAesad8sX7+L\nBVQb8zBWZqN25keqEhPMPgGqIdQftA3OZKmEPqsDf/1jP1b8P9/zPf/7iA0y233NZ3HBkP95FQhb\nLxAGB7pb0rQ0miwk0CJovOZpDIDU8e5cN2F6Wivp/Uz3h2yzeUrAEK52lVAKL5YnABkTUUgVAM+z\nybkFeMfT1wGwFcGvWyPY6rGHDaF+XgIPx4nIklipBNaHovipz5TVR/+rlwKAfjkoAg6KGfx5Qoa0\ngtVXAPOqasdJ4pvbYYzGsT/azm2CA54sgke0SGrozCNsqHeLBAu88yQL3NlM48wkLBTVQK4+1QZR\nr/PXkO/1RJZ1ALTdMHhNrZZR2BDqd/tViooX4si3rOTf/76wQTLQRHtKWjFRqIkSNytc065zbtkc\nPhxVHBbDxgtLAJiSEwZLL5O+xLJ8x27k4ZDfbF7mOyx852ccojNBpwJwTRjvGK3CAKCs+QUniwXA\nGhpCNU0PgLIVc30AJuXx6sc+fbspd5hmpOGEzhPoijIGmYyx1PeK2IUpz/zSywvgfsKenCh7Hweg\nUIWOByDib80T3S5Lht+jM/rW28nCd7xlF+OBmkwAXryh/xFaRQfA18oIKjQAwbaB16/+4i9+Vdjm\nVdUvkuWVYIAvNzcvveon/vrmRdk0qAUgSnBsSIbdyzMkvB8mV4OeQZEvFsxySbqUx8ZeEgh1sCxY\nxFm8ZFrmB4LsU+z0dIubnSUgO3VLhzuAeNzt5iGXrT/gG/5MAKTFoIXHRWg9Ak0AYg01OFqa3Q6S\nKcm22fFm/5/+wi/8Zxuoi0ArRLValsWHh9y/h1LFPBAqYLDnfI8qb5A492WJ2oQJmRp5gbhNGF+T\nW6573r68isTNSqM0TXlE/AUAdJIjXu+2bDuDl8F/syBl6+7p/rD3NhtPNacung2AaqjQM9BqvdYC\nIDaRl24dyDMPN1gS8aFv//b/b+Cs3Mks9Dzchsl2uw23jy+zRnDF2kp9r623JgQF8ECoZjDrMMhL\nknk+Z0kfYV5TxSWhAu2AUc7LfPWwQiRwlRnQKkb5HysWoM4ih3o+zmlkSsKd0gKL5+OAz0d8pYOz\ns4IVAOvw+uo62t9vrl9cX98d9s3+6ju+87DfX91s9nfim314vbneVPv4+npT7h/Fa17fi9ckKPdl\nWQ520N3OxuhcFICfFL9Vo76enNHgnAveJ+En8FcFoyzQC5Z3RjByBcjUcosojldxFsECE2GHyOZH\nxXMAsLl0TUifVlpWaesHFAC8u7tLm+tQYEwAsBIc8LDf1fzqwx++L/dXj/v4xZ5fx+E12d9s99fx\nfntTX9/ndzf7qyS5CWvW8BaAFGKEVQMxGn2TeS24HHaMfALjWCVuTrsJPT/nOyrw1+zKqbGGfrV7\nz4wBT9MEh+qzPzobTdZ95WmxRMqJu8OEHSL1mOKbEoDiIVuDQNrm2AsAPj6GPLoWcvc6vr/fH8LN\nvhby9eq7/n7YHK7Ew1ve31+H4lusb93v6+jx6sWd4Iw3m/u0qfcN2sa1rqGVclxW0gogYkUj3l8B\npPZejThpvCCLE8UcEwgciC1PYjV5z+H/Gzll88PC6Nrsb4uqKahkgbebUHdh/eYTwWKPLh44Pote\nA/B1ASK4ajoACg5Yv9y8eLz6B78qQHTVCMb4GAIAmwYA2DR5tr1+fHyM9k20FXzzIMG2R74H2yZJ\n4MMEV97U2M5CH5X/ZHQMdaJPpVgocS3QV5bZdOO3FQAc0skG8cJ8B4osMBEGG1e9qFcC8AhD4g0A\nEAoQmt41HXWE0Vfp69cU+ijWzVVT80aKYMHjml24Cbc3j83V433EoMnO9qbhGoD766i+35DrME8e\n42vW3G0PzTAjwn/q2iNzzAABn7DVsXaIK7GK4KZiWywIYNCwPz5tOG9hmc8AcMTmnb2a00voKPPc\naFvj/f7Anza3gZLBawB4XFbP/g0AEI1hu/Z+NGubvsa5qkhX+BpfbzYxALB+vN6EdNdcpS82L2vx\nI99cbQQT3GCBdXh9ff1Yw2u034pVuDpR647ZV6xCBrmvc6swVtsgnUJX7BvKa1pABW4+kYOVCATF\nhcRg8t7A/9c70f4XeKCEDgyRxbe5s3/XZHw2h713i8UhEI1bDkATfmuAeK6km+WEQBBM0Dq10cIc\n3uhSbC4beUJnFEwKy+62j3FTVeAQ3LwIK8EdBQbjON5i0zx4Sfy8xuJrUPewK+3g6jALkTLbR66i\nLgwk2Ld8zPOFjcLFQ0uKCoppiDuMgsaMkO3ynlCWewv6Aw6JzaUTSGQNbzfV/8MiKxPehQz2VXHI\nji0H4NFO5DcEQDxRlayFLWJH8rr2BqsU4KCoJtfi2uTbm8222lUQ9d0d/NsX91G8vb978eJu2w7s\nEJYC44Cl6QGpLv6ADYAQ+Dx7yqQchogb+CH3sC2hOKKLumOAhhyG8doK2FFImNCmMm8xANmq2wmN\nOFLla1EZphK0KjE+neB+7l8OUKD5EKwD4PFBjDcGQFA/NQCbUQCazYvhHDlYMLxiLzebmxA8v0gH\n7t9tjJ4HyKg8T4jAZiK1F6fCEDKWCSAxKA8AHYRMmi9MTpPB4e1cTkEKcNRH6ysMiogwmIRIIT8r\ni2NwYM8DUB+ngNNRVRJUpvi1ep+xDVLYxUjdBR3S/pALJfAJAMiXAvCEINobBKBB8ZIpNDDoSAhT\nwVCS281mWyL+ZMStKr2Xt3cPwh5I8kxlY/mG+HYR4iiNh18b73ESas0QgNmey3sml2AkjauqTH1p\nlqQhBIJ9xrLALwTbIRFlUYRxYxk8XsABCXBjwdGOzNGnprC1P6g/vc269yIu8tOtrE6qFgPwmOOV\n9JYAcPLs4J6iSr1vgOmw7WbzIoL+Oqof3kEAsEwykNGl+I/jhIwyAAY2VPoUAfoEg+rHCfBrNUJG\n4gz2sq88LwMtEn+G1aIo4nGxK6NI2cWExfAujaMwgrMRS4Sh6RmcByCk79HihBoxE3Kjbeudi1uE\nSuADVic9gx+wB8BniAgPAUgdADS0axqoMSr7AyuqKgT2B9YCeJ6lBHbTlIEPGSh6qK5J6IdBc4V1\ns2mRkzZClFPG0igCySrgxQsWIdvzshQW13CT66RQk2bGjpfogKSYNTtmaMbfvEi2yy4dmJfKLgFA\n+xDeAg5IRzhgWyqRJcpFWvOqvN9s7mLB4BrBlxoFQJl8dUDJKwWz+D+ZPgznbVItzIAL0tg4qAB6\n4gpzKA7DSCiNMGqI71lZQalcLjVJoUVIpMmHJZZb45m2TZYaIYtH4pkaHWRjr+Udo8vXh/3Tzc0T\nw/j2pThgetcbJXh37sHko2QDsF+aNXKtYM7vfid0rltpfAj21wgZLIXtQWp9B3yVI6oErZz9ow4k\nBk2egmWZGgcFGc+sAmFcV7UasYGtwD2fVwV9fIwYiaNEef9gO9AXjQnOCFhFRrgIgGLHs0DSDwlr\nM+7hCV6kRRsnOgFYzf3xegAAIABJREFUdjh4d+CIgQjjpQD4uO3Jq+0xsyyPovUAFEqZ0IybCvF3\nh4UfqPaVBgcUyDtwbRbL19HtTUQPwAKA8eP2goEGM4xAFRhk4LrBPsyQEgsFZMCdCxk2wdgKFBeC\nF1myUVJkmA3zdUVTWQnLRDAaUNLoxQLcePYRbrcvzy2dWGEPOVkPHqb4XAqA27AHwHB7oT0NyKUD\nTpbwM+yXs1P4w+6ehz1irCeCW/zJ8iRrU1Yindou6++MSj7SOWYEgkBr6o8zVYZC8BTUdS2djBCu\ngTMLgkyGMEBa01jaMuAsXwrARQRSHyBE3NOwXJTa1s3UWuLyoiMGAHipopC7VLCU+CCbtTdhc0jv\nLrOjIdUO9WNcHHDJYID9VfEG+V8F4hdRZnHA6tDWw5UDAIJjWEhJs2Ot+Ep/HmGJsbA2AIt9Ya5c\nHIE9Y5Khuaw80FymK4NBg66cfDEHREonGRo+ORDhoNJjswSB/b6UdLJj0MEDRwxk+ewvlC11sz9s\nN1s5rSbe3G3K/UX7dJo0BOCAAxr17djHGNlfFW0294r9KVbXoLDlB+R41b5UVojigvY2+9oVumH0\nAUixxKzjiGPoqoNTYWyEqsFogSqGM49bHGoD63zwwde/LtaP0XNZ80w5opcCcEKiSu95TJU9S5el\n+Tk2P+X5OhwCaBODHRIuI4PT20MJrYpxWk1YQr/y29Ps/+VUz16xBjtl1+3YMmB/LAul83kvx2JA\nGVy1xxz9Spq/AoC8xd9QB3Q4/KxPECgw2AJtXdQ0M9cWGleXKT2wcyiGXmom8PcNEMr89Te+/qpI\ntBX8wTIA0tQMrQ1/hiBLKjEaHwNAEgnVdAqAzaF+qZTA6nCRhtHh/eHxenNdylb55d2mOaxtFEZ7\n/xbTfPqNqt7EjCAoRnvEESubzSNavzuJMVT+JRLR+uASjtoLM2GEMMVH0NciuzOyVNwSgax5fUov\nETwNGaCU9KgxYJYrcDyBuVesSIJgDQC7B4HqPXZHBpayOFzo6kiBSVPTvbxIGsfYMWgCgdin6FbJ\n4IukSwkj+O7F4fFOArAJN+HzmcELAFhAD9ftixcvrHF8gL/dYaeNDPG/aiaPLFLYpKrASDeIGdk6\nqoOgAEZRHKm7EEMLMQKsYf74syDJMD3G7zNA4BWp2HpaNwyankUSbh+8FqogWwFAG0b2Q4HJB4IB\nyqlJsRn9XWKQoMmM78a7phUog29Vn6LLyODtI6AvlAAUIlh8eHwmM5jOApALAN7roWYPDw/b7cuX\nj2GSC8ztdPBDgrApOwDudwp/erJLC8B++SJo+AyYRzfldqqmYvANhjd828/NNBVo2whrWuzgNQAO\n1MFvfOMbH0BNyFIADqkz4CnROVg0vZjWJHsFYjCkvogMvhMGsDA9YglAMEIO8UXNYOMhnQfgvthu\nbh5zVvUbc1WIv9bX13JAkMoNb81fBOdBbU0qe4NG7dHxNy8z0Mdat7BEnwxkCM0M+MtrwN83FArf\n+3pHqwHIoI8yXj+i2krSwu723C16jvLuGlokPGCvwOosTbL69ALip2GpmrWXIby8uMB+NLXKIl0g\nggUAbzZeBzsdYQP8me03DBHM2/fcBiBTxsYZi+4Tg/epxBjNYYl09MSg5AurJpY6oKS1ALQPWMtN\nNTYPVMAxQ3bOJ72E2OGQbW482a/3EjL4xhG7P9UP02pEts5SqIaZ7acFAIw3t37Pq4xA27cuFvld\no6dODQDINQDP0+FihCTyGOOq3TwmawlmBfEPgT8pcj84DoAuUviDP2Si8+MZaH9I7za+VAIPp29u\nQLfDDJLy9pQNCkPvafitdpJayvECAG43D0nr0NNiFbprSTCWGmSjAITAnNiSWd1WtAGQc11EBoPC\nSaHcN1Q6RmgqrOkIFDXw6wgkvn4VRYBBqAnRdAwAhcaK2fWyhQpi/XRWNyoX9gf6uNliMKSS2vR5\n86Qeb2/6dHuaFey7vGK05YDGt4sA+DLnpqxV8TdpZDR9kvNyLfhRBGAQqOOA1Cvjqp+OQRnZS80R\nGARjeTGYl7j9GMYGpgSUTQoAPGl/RBi+pzRxW0v7A4s3Gx+nnlywQxY/m4Xjdsv2/kqaje3wfbh5\nyPoKIG8n+JUtB1S02/c4YBnFpXFqxCyMkNYCPXE2hUGM9U5QbJ/g04dIByWAvD4GgM/TrcdNQtrE\nQg5dMhgCdL5Qc6bzkIrZnpULAJhubs2gmgVA8yttnFgAxAa9ZXtq1AjCK2MhFjbwyXeXuQYBqhGV\nQg0kMg1GGCVQ4vHqFABOlDsa8ezzEnixos3m6cIALM4Xas4S3fOs77nv0yIr+KYcgM3ggKXNAS0A\naqE9zLSF5ICYkImUu6XyQObmM6b5qSIVYRXKGoliijFbITtBBisAvjboWNwwZkCfrW0+tJQAgMAC\nWXVZAFZntHCWejqWAPB+k3RQ0jawyeNsAB5aAHZu6iEAF1iNi+zKruaSDjAr1V0I5lKAH6UxjRmj\nCoAfrLSEmeOiSomvOTiJTzWF3R0E0Y8vWGByYQ5YnC/da7GnbQkAHzcvoRW+ldHSn1NvEORjNdL2\noHKVslxXa7BGF2b6fFMjFKH9MGj8UqxsIxB1TRl2UPjgg2MA6E7LoiYAT4+GOBEsAbjd3F0agM9f\nErIIgNHmQbDnEipT3YdqTzNRHLAklOochBaAjE3mvrXkTGmfCtFRa8ojlTkEoPSBkJeCMYaE0UIG\ndI4CoHvPRnHREQ72XmDIvQXoH0Xi5GaTfgsCsBYnvLnNYlI1qwBoZWFpHZDNZXcW6pakA1N2Yg3q\nqD6jUJeEpZVEuuhSQGMlh26U1ZEAdKp42rCiS6YT9M6VDWrjXJs4HFBjebm5/1YEoLCMXmwSBpPH\nDbFrH6oNwEoWKDkASOM5hwuONSvs1GJZs47q3AoRh93GlQ9A+ouFGgGl85BPeyQA3QxKtnM4ooGC\n6ng0u5wAIJQT+DebXfWtB0CxxFYogRSMxW98w32olitmrwHIuQlAaLtxnL8FrMsYy0FWrE6wWESq\nVLK4BCY67SpecXq8CHY9ACTGMZRHwc/IAZqgwyGFpf2HTfgtyAFrGOn88OobktyHyl0AxM4I8vdy\nD3m/4/do2upg7rrFydqpIVQwkFWV/o4LGB4LQIeNcGxmBZPCe7j6cHuCA2IxwsvN47cmANPNXbYS\ngNoNU6BUTfese9Sd+pwVHME/3Rfw4rIOmesbLaWxp1BKWyQmcmhE/oTdHs18wOUApOSs9dpQ7bwI\nvgfln3u52VbNSfPTZ+htBWBxcxMsAGCpM1IlAFEHpCihqLH46PVrGyEMviZpHLkXl42mOsLCtBgs\njhhucNwaPZz7mJkdwDQRAcCv23RyaeZ6mteHWzqoSKa3ub0wB6xO38ZKWgbA+43XA2Avbm26ohsD\ngFA1BAhY/Gi57F1IX3DMjik6B3S3KLwI+KHNYhbIVFXiJXlewYBNVrG3AYDLRbfmgP7thjeX5FLN\ns3foXQhAYYVIJbC9UVbQxh5rDKkw4AcsuznMywDYJjJLoq13bajha/EJ6VRfN1KrPoCDFC+vIPkm\nIS3+oKDZbN/7FgBwBWkAJneb5KIAfP4e5WMA7B5PPKZo85CMAhBjsQYLhFRpYYSQNFVGMJ1ufq2K\nN5hOKO1CXuPlZR98fZo+EHcrK7Ikywo1haSS3SvfaQBGD5uXzSXF5FsEwPZFHtPm1v/AlMAWAAE/\nujZOdkXYN5AxJ97rZSbyLFr8SfWPGb6JcSE1C0CaEpn/mmWEqnmKgY/kvbMAJC83D83hWwKA/WO6\n27zErJH25FsAKsalk2LkeGBZLse7hhyjE3iIwyg2CxoJVp4NNMA5AL5KYOaIRrA1UHYHhsi7CcDC\n3zzsxgC4bGodyijm/B6bPRXYCeMZjeGFAAw3t1lhlve2RR7qvEsTgVQWrBsNOXoANNJTza8pZtLL\ngb0ShVjP4fBfzwHQlym5VApfixouEPjOAvB2DIBsEQD5oNd3+724LvHj/1/e2T25bR0LvmqexhJp\njWTJvk4Qx3HEOPMcr/3n+Wb9lP0TmMzG9I4fYm1iKr7JZU05Ze/qFgE8+epBZBViuVxEMAEIGpAN\ngBjMFVHbfc7B98EXyfmgtm1xSJAEQeDH7tN9+nSv4Ir6Q/USFWFDAO2+MMJ5fC/6liH90vHLnmUI\npAUDk2ZwaQCdOH8lqn9VqFRLk6gMUjKAL3UAzoBAUkU/L2ckGijvJoAGxmH4KVPUENWuwXP9PaHb\nHfouDtrZP7wevrLn+J4irOCxLyi+y552LzDoSKUpgIrQt595cUKMQwFMXvbMTRHokqId6YIcsX9P\n1wVT9VYaiDAwi1TVYRhZFvitA3CKXjBhjTQXzgDoXY84YAuJnZATNMGlrYstvTYfEQD0fXXPIeV+\nVrQvru/A5h5Q6QOAuElQouU+/sUPCms/IPJf+4KC+Qjs27uc3FmyDBJ/Mw5pa4ZFK+Pn0ibY4k6A\npsoFWogerTJahmg9gDF2bgHAM3exowCCF3xWkrXs2NnFXnwhAAZ7xmrY3eu5blfxhSEA6DtdtesH\nqAGxv5UCT3f72N5qcOEAlnqnhbLBvT7tF0W/SDEeTwdqWIvUAUP9jBCYfEz8OVZ1zRQcBapE9Lyk\n31Ukzp1mHnolQjSgI+4mgNKhMC4DkFQKq10RAAAOBkJ/ZYDFHSBiI8GHMaWPvXRnKwBw0AMYFaPr\nBMJI2VOvUAMWywYLZ0lCVhHAiCo2ciDjwGS43CzEDr/hGRXV0PUqAvP8TYCqeeqhleNuIaceaOJu\nOSFuBCAWyaoAsMFKUQBQUfpdF4Dznb1V0N+b+dh4AIZ9wx4CCHfABA+7gOlAEQLvAsaA2R9JKRjF\nssFCcBbHVQoAppIJCIHUE0n1YWpyaLo6U3WLZtfplQRyAJS9iMApqyUnaYuYOJKDsMBxobNzcUA3\n6uRHygSWLhxqMrdHTDAS1sehIAUQLLC6JwjCnhsDOOgpimLAFb8IH6QhgFHZYKwYTMsG99wkKZ+j\nAeN7TuQ8JQQa9QBaOjG9UWs1Xa8kMAMfKUDpit4kYpGJRLoJL+SorzDpYiPv3kxIBKBJCqVutHKN\nAAgDvtgEK1147PeBR783ik0wttRV1AsCMCulYERlg7FYFysbrMU+SAHA7LjOoZymdGCNCUb/jQoF\nUK8S/KTMeE/WTueePHZjYyzJmrZYOOm5t5ysB+AVLU6PAJRJqehNAQRVNwjQy6BOSG/ge35XDxx/\nJGSckJ67FoBtz1EZGFHZ4MEwHA2Gang0CA/NBEBnle0zlc1IcaipTqywE1QuecbJDuqdsP3odQRm\n4JHHoumJY+IaT5iNrZGdBBCGgOJZhQlucJhRG0qPhmEC1hw1CFyLNL1gkRkWhgHl2Ppgm56j6HVl\nAEZlg7Fi4RGAKDwLB7PYCQYA45AxSes1koVBLBpjk+C0AwRiiKoCQBLxyw6fLb2OwIwJtmxtTLoU\nmpNJLutluwBekUQAYt/Ws6rF45Zu1GW40nwR+jcORNM5U5JJR18QPX2BFrgOwKhsMAOwDz7xUCFO\nMPmGPjPBhm7gsm/yvYkGY2fAid0VqgN5aZQ40DNUXqZ+HYB61gmZ0Go4ZIi3cJvwt5MAmtgw6cwt\nB3DNvp4p8TeszdG8H1aSbVXygqhs8GAQDuH/PijB0Qh9ELIQW4cjZQkr2Kxt0EtqR7Py6k7iriCB\nXhpAy2DFvXWLv0ypFkAikxQ9ZgVsi8WLAaDW64lnVQBuLt6G6dZi41fWAhiVDQ664H+M9o6OhqE6\nOLPo8jQdnAraSAEJGgkjL2mKqfQGZAex9kYrnHNaLFZUtPToqKFlUkcg5ohVALjgPbsBgFFt2WaD\nrm0IA1ASjmQYhV8kgG16gXG0nTmu60lJpUl9wLhsMEZgnimKoobPjtgQ0LDQqWDFzpxR38vEC1f9\nQW5fqzDbZk+tWiBHj5DY2fSDcgJhCChHZlfk8mdbprg9AO1Ld0YYgMfCsQuj8GsDoFzYpEly8/cz\nKQOQWzb4zGHYOUmGsyp4SayQ3KyE1IzkaAAgrdTeDK6aPsCym0aTElLEIWZKtMYKm6k2wHAOxCyI\nwJ81Bb7EbQJ4ycIAPBREnIq6NgCOW3ZA5UsZgNyywfHUmpPkBA1GoSoMMFYY3YSjRAWOYMNg2OuN\ner0h3BNGhtqibDdtgVA1DgQFmEbrdEp1naeJEX/WlFpp4qZI2FXkAgG8GNVIAdSEQxlnAq4LgG1c\njgop9YI5ZYOVJME5OdCeh5Z6oJCbkYqBQy+usD4CHD3cGobqSPHCZ0Bgi4Or5Q8AfIJcEZFleTqj\nltjzXI3pP2qmp5OJKJJ1VZPJ6a5pQJ8AOBKOPQzEXh8At/Pl6l7Avi98/VRpmHAVRSsD0uRuIAT0\nBuw0qE4herJfyGhoW/2/xiFGdqYTCtk8jsZInkfqZC/seZyhMJFm8d2rBFBurzeCMIATgalYuwNg\n4zoqTQE8EsQgWWIUxvwRAAOlp9CbsD/CqHX0tCGssg6K0LKCI4+/tG+co2icAtAcy+mswYmYPJpc\nJYBiawIDDGSph6Q+pX0ZALYv81UQq+m654YAWjgAiZoJprJcHGaCRwNyE44wYJiYYLsP1ldF80xc\nlFBt23+HByBuf8KVuTYWJWzcStauSHImWq2lH1ylCW4NoI/nG4aAHkmHuwQAmxUMKZF4hsw2m3xT\nr24BFP2+YIFdj/qlMCJJNX5DJ0RB14PcjPYG8DhxQmaoAYXBQKHeyXY0IG7nAzjBBZgSpl6RWj5m\n5rlMEvWOjQFpgSgsrnQ5GrAdf2axKY2hSeK4UUzGbQSgh0vyaQxmFWar42AYhnYXiwKGCWXWgBhk\nGlEcYILhaGC3knYAYiYgTntodLQ6zwD4ZKcBNAaCAgC69rUJRCci51vlksiY1OzNjQD0TOEw8OgR\nFrrllQWicV5YwKf2BEGNXBRPaPfdLKs4H4LbSwB8MvdEjLXglOF8Pn1SKjsEoEUBHAqLMw/nQivm\ngtfcfyJ5AJsmI2QnQDSsANBwoGHVARiEjuuBAhwR/tLmNxb+VBwRgW4cHTIXBdThWiepIGVgWQtQ\nfwsNTlwFfbsGIDoh+lCYAYBOKYBbaQCZA7DQ9af+WFt/u2oAsde453kDgbSuA/PLzVBUOckIVEiM\nRgnVHnVRLh5A28Pqa4uc+d1pAGlCkToCE1wF4FakaIK3WhCRIxUAjgYOUWgK8Nc7GtGVlnbTEhBU\n0AQHOAGiUCektQkukwoTDAA6tes2dwxA11YVAqD9/weAmKlIJ9EOcRIN9Zow8qn34TglhSR5QpwQ\nktNA/JTECYkU1CQn0xKZ56QcQEkjBUSq+bu2APLaeUcAjogTvG0AraoxYKMS6umdtf/4HIBu1PGy\nOImmkGTFuARJIz2o9rJTys96zEGusZBry9yTNXKZdg9A2sqbt7SSADgThgzA7aYpZ5jheMEXDmDg\nBysikRdB5bAwiXbIyqi1+shZ2kHxRkJUaXdrAILSTFd7nnvargJol/YQQAAtGwFEbbG9dlpEsqvJ\niuq1dO4+cnMLBWprPi93b7XCVSlkCYBDC1m4rj4aHgrFSTTaDrBsdyWiEwcFDDneDuIRxdYAtHG1\nb4LbHJeg4xXapTFgnUrLArjlCqlZ6osAWtyZOVOKwszW2gAS8SOFbmG0BeBThkfEme336CSagkuD\nAzKJRkeAmZ01VblKL1dkfFsATjxPG48T3KaeJpFD3CUA6wZapFWcKfTPyATPtgHMPCoASJcqclpJ\nRPNsOQ1ZF/7L7cmJwspYyUxXhn1k73AwmtkqasDRYNAbBIddhWpAO/tjbdObJb8wfVsATj34KYqy\nRd0XXJ8k0gj8LgFYdxpJqzjx8PBiAKzUgNE0QOkhZ58yxjVJ+bk9WVH/d89daETz9YeKSqo1U/8V\ns6ueqWtNomXlogA0gbepLdqmjDbBmk7N8e4BWCdYGkY+EQ7pqtgtA6hXAmhY1cWk8kkvuDCx4sOs\nXClIP6QrRL2FeAyabzijZhZdDcFjWdC4OF3JR/BaejtWoTLClgA8FRdnk4mtRYsySUYg+YAXDEDz\nRMC5YHy0ZQCz2SElGrD03XnrLI7FGhWYfuCEge1g/TztBJyO44Vjq1GMz2GTaIdKBGB4HQEUNQ/s\nLml4bpqIIS5PIh9QPRO3awAaYg/TUcl06OUBWKjQd1QIS1upcvYosmx7fmNZhWfE75VQ/WnoX+jM\n0YgAJOmmHABb92W+IADHsQM8gZ0SRchmwV8sAOVDsiKOoHd5ABYr9I3y784DiJO3QQP0WOgvIN3T\nQLv3Tqh7q7L2Q45NTTAdCRZMcJuuqey4LgTAU1B52dXBcbrxiwXgESiIs0sHsFihb1h8fyaMiPhV\nfxx2zaUla13yv+dqaH1NFl4xYi+XoqfSgWCQc0KuC4DSWJTGKnsAX21+Op2wXjrWjgOYvq6hIhyK\nzhl1gtcFsGzUVA6gVazQd1S1V3cV1jbRcWP46B9bGYD1Vdj8hpUK85VOopEXtgcwN8ezvak4KdJ1\nidsxxdNS7YVcewBTZ9gJBeEE2816m2jAMgCzAdoMgJwKfTZpu+zGnCR79QC/gGLF/yAnVbXbXWiS\nJI1PjnF+Yrig/NGy/NFc8MoomUQjZ6c1gO6FAShzSDut/YRrD2CKFzcUjsG1dM68teOAFU5jKYAW\nr0KfnhR/z0xJYN7eWVIEOVdWy0nXiUf8cNX2MYn7HZ1g8qa7Ss0CEwLhZRZ/Es3mRaBrveILA3Cy\n4G0kH1GlA689gKmfuPtMOMa/Hk1GaAtg9QJJq9wEcyv0BSmJ/d0cfjFotIdlfivgd3J8iFQdn8ho\ndFF5llYiVHpKYVt7BYj1BDOyPoCTySz1QBo7vBdZpiSb9ouRkm+7qkC8T4em5NcCmJtsqFYOajmA\nvAp9w9GzVVoC6tIGXkMBKCVK3+GxpJFFRkGDoWPuCzao7VI4iTkAa5zUclFg7JA8moEbPOO8ClWg\nOZPk050FMFV/CwAkGtAmXXdqAcwSVzddr5bPBfMq9GFqqJdRdo7tNsDOZe1anBEZ9h2esGgZKL+w\nbQt4o0Vxl1i2BmBOcPkVz9RimYTpRBxfXwCrwTDSAHrECcHhP4ZiVjUXzKp4VHilVeEF8yr09U8O\nSV5injDPU46EnsIhD2SmEBkOhwM67CPVIYBcNN2tqwBb6/B3YQBOTh2Rr+bm+BlS2Tjw6gG0q+Aw\n0n9dDMOQCS5cmX4WhK1GgZXzaEUAUzhwK/QtxoKgFAEc9WFIJwh9HR0QN2JvNkqvFhLosC+aqnNX\na9BnrzUAtC8QQEcUSyA7JTXLryuAuRKXOYlcPgagfygcE6Vxhr2CgtV2clItDoBptrkV+mztRBDU\nnPp7dohWdYwTukO2P2dG8/p6R8fHxydUYPRE5tssVt+gGX25X5DRbpFAJBcFoCNqa73vqgG0ap9O\ntQwPVyIzwkQFemfFxdnrfBB9qhxAboU+mpeT6cDsAn9HKpkHPQbkTkYj6maQvD7TJFO7rLFvglzQ\neuhHZT39RwDMvHNzAOfWDNjLlt/YFQBzSXSFcVt8qhiAvnoi9NB0uWd0/LWqm/FK9sWvNJRsKgeQ\nV6EP3XHxSBikCUT+ECYZC4MeM1t7eDwyE8JIhl8qn9TlfgEn95f3ddZwgNknZh9vDuDpWJTFibae\nArxyDZhdSZGyKlZiYyxmgrEwgnYsHCGBeMGRwSDcqJCalRS6zia4pAGM9Sx+aE84WUTPieCI2E6k\n/zTgj27XMB9uBgrw5ETLUJRfyOHwVHiT1W7WugqQAJh+7xZMsDh7MpEkcTcBLPyO2Zkl8CX13WMA\nDbjox5KdhDxauiLlx5C9oslOXTbSdMlHjoRDOX7KREcEjwUnPKRDIcoSUKN6MDVLdl3OsTdabWkZ\nLH22fRkIBDD9pi0ASApOTmana7352gFoY3yLcwEsQ6UVejFn6VhLTN9Z0RWxGn5Q9lMzj2Iy4EOd\n1AxaTxBTeQJHvagKhjmm/NEnxUYFiXjuBxdZTv8Yg2ZVX2EgmsrsyVQe1zWtvs4AlpxqzjIbC7u1\nBrBZQq9yoKYJXJGphfILZrO+aRFIvM5H2TdFAAbZubURWNmYkbgW0ErpHfZS/NkSAdDxVys4rqSG\naTJxQl2ZZuNX3sh1XQNc7LC+IYBjHPFusoPrBWDVDxr7nNF+wSYZ4Q8TLAiB8RQX13Y5hWmKPIR5\nAF1EJ7VnpgAVOypUlK6Gtuojf/FHS2MHg0RRXkFMIF33S3uErX2OrI0AtLcK4Az7MKw5+rseAFpt\nNjuR0pDGx6BxEi6C8AKEpSqnZQhursMGXiqp94OfjDdsuTg9TI8mtcAeWpUPcRpUeWFh05ruMlVP\nbhNA2plB2mQXVw1giaj8SwGXnOof0PuHQl91uNOvbtkWt7iR3JydefUCGtMUBDWdqUwW6tLVuuFo\nQJ9xA2ZfyexGGwAr8YsCAg3a4NW8YJsA0l4M63kf1xtArWRdN5hEi7gLpggEkpBglFxcCqBL8j5j\nWSQS8VvGX8ZWWoZ0LAwpJTic7HkhWajLVut6vdTgbrWQuFd7TYnpa/Pqsme3CSDphL4Rf1cPIP90\nla1pdHFtOr0S0vhIODxJyoi7Uc6dmwERBoWaeHx4eMimwui61ZOTY3AbhKOh6VYwFx+jZamjAU5q\nGOARMxWXLFNja9Uiy+27SSBmixW8tlJ4096mBhRJa67Z+ju4FgDypdBtMuJiRQPP6CRrQKBwYlrp\n+sXZq+TYjhll3aWSAXqHdI6CbDs8VhZErVlRo10sqWwYdCW6YZqmpgxpKsHh0I5V3GpVADDtXeis\nf9dWALSaasBGiNYckpWr/1cBKG0Nt+YMyPUGsGCAscE5DQfHwQtVNcUTQTg+Tib5T04UNLKyjI3I\ngBx5zOZih6RaM+i9E3jxEahDeIdsm7JIE5KPTiSN+JWqMhr2Kar9fp+qTbKHXn+o+ZGKo31iel4G\nQC/TeciwNRHbHicYAAAV4UlEQVSHCtsA0NKNJp5HU2l5SBUAaiL6IK194FOUKa0gc10BLIgb7JHL\n7pDUOVrDDEQ+AU6QlX4/l+4Eag6EzsWmzTlwCXxKeOYI5Zp0ckQV4fGgz2Zv4T7a7EOqIoX+YGTG\nis9P9wZMA8gWS1qGqqukB6+stb/aZA+5x4ZusD1v51RuD0DXIw258O5E0Rqb4kx7r50B0N/DS++S\nKgIhraTn+4EfkFR4UHaaRjTgMZPBESXoRDLzhWzphcSEAbodFCFLWkEK6SBRlCQZnBTYdSoqk1vl\nRsIwZKHusyBp/IL0zTQJP0Nqf7V5Eg8rmkasajTlugBO8vMdE8+jdWAkUR5L88bTIQmAqAV3CkDX\nH3b3em4o9Lp7Q2Gv666G3a7grvb63e4MMQTbK0li1LZW1EynMKUaXR6Z1q+iXJqaiFl6eebigGCA\nS9/yGigbiCYK0CIrS1hrEOwj3PBqJ6WNCqvcYpys0vdmxdCNNnHAOkk04ETLMjaZL8hZls35/LSF\nIc42u9kpAH11z/EH/ZUwDEd7Klz0UAhWvWG4p6yGvVVWQFVWSRAAbWRyglTH4AWhacHSioNKT8UR\n/gyVxiglG5dYYt+kZle7XGflEtJ4r8i9vnakuL4JnkhKlkBsBsfWwk2UJ01lMtldAIc933e6K0EJ\nlT0Yew3CAJsvh3BfEcJNhTKXmVSukbgtB23JYdEUFbTtWJpNHhcmXltLy9Lo2Zfz37vJGFDKBF1w\nHkQrlkNopwN3CUAnGPZ9X0UAV8peEAwGXncIyme1F6wUYeW5NRLE9xyyineBQ8iAMLeN1H52+SWs\nSoaBdFlu2/HLarClQpq1Vkxyh7IlCksk64Qo6Xm3ybpBmAoAT7dwIS5CEEAwqjYzwUqg7LkAoNoN\nAgTQ9xWhfl0P5n5SSuj5lrS6dzQVY0Y9XxsNL3rXOP6TwWdfF8A1Ii4NJumItEyfzHnBs9TEGy4+\naG55GwF4XflDAHEdIzodPRcA9JU9DwBc9fe6sLUFgHqq1njTNm71okkY3yEjQEkjxwFqUHPaAkhl\nSzMeZbIZgKl20yQTYbsAXlv+SPwFVSBGXTCxDv665C9xImghviYAZrTE1gBUJQzpmDI44LLsRPs2\ndgnA0iBjMQ7IrO5ksfY8SBmA15e/aKbXwSwAuL9yyB9Wc4Vuq3cd/PR5BlykrXS6AX2qRhXJHVNL\nclocdy0AL5i/EgBLPzUN4GQ+BfU3kzQpinRtFcDrzF9aDNbevvWVCujCO1WTSRqb2KbZX+UBabQa\nci6fDx6VAdh0vLZlGsne+ACWtsLLaMAJ1p6M4dsygLvCXwyg3XZxLNWAhoizxZK4Nf4sXZLznTts\n+rhKAzZicMsA4u74AKpl78ma4IlMQ/wxgK1ysRC4+enpKRfAneGPdDVY640+KYAQZXolvOQbRZad\nv7iRZHa3hj02S2DOAsiQy6ebFPpR5h5u8cwRALkrURoCOBXHkjKZnEb8tfNBdI5EAO4OfyhrAwjX\nwNS03Kq7thZkkt2tqpUqUwAweSZS120/raZfagslSUs8cddCqckLspI1wVP665wwFdgyGb8CwN3i\nz45PodrmXRG2mihKNOWanvBNAZTkMmOe1oCxyW37cTXSTEOm0PLDaAidbNRLx4Bce3BKARRbrscs\nB3DH+EsB2GYcl+hNDddyxUhsCOBsbDcCMLpzJQCmjyEolGOwyn/IXMYYf3rLQy0F8JrOv1Wcwuih\nsQaAdMJCSjpZbAagpUmlAPoxgCmX42oATLtrQX4pf0WhGR6AzACLbb9KGYBTe9dkMxOMYlqAICNw\nMwBVySwFkDvgvxIAs53wVqGT/knoRrm7XQRwIq4Zg5m8OADGKOnt32WRUCAMoGWZOcSbATgTyz9x\nxfOWLhFAtsLFtvIzHaScSZxpWOXHFACcejGALbPxX0QA28YB6QkHv1WOU1I3BlAubYvpcAtoXiKA\nieTbE9P2sJalq7pe6UfHACoTxp+3GK8XhXmBAEzG9pY1TUXwqp0ppgENW2PIyPTHvxmAqjHGTHxe\nTJybDmi1/bitAFg8tBVJ4FbrCr0lGpCUQJ1IkpSEodtVhXmBAIw1oKpnQvHTBu/CfCxTkyWZrtzV\nNwdQLFOBAW8iZHutiTYBEAnk/GiKyjABEIYtykQbZ6TVouAXEsDTdgBmhjuUG8vYCEBVtXEqmBuK\n5g4BrwmApEexzTrTRes+rQoAFTLqE7MAim3Wtb+AAKpG9idY+U0cP/cDl2nmstPiHHIAhH9jmT8V\nwh0CXjaAJSM8w3DDIDlsA9QhNxgTAShlyVOYJW5RGXoyfwEBNLOT4ZOqNxXy7k3ZNjAYuDGAJAu/\neKX5K0IuGcCCUsOgM9V1+YA0DiXiV7M7DgI499yc5iNYnrZSgXz+dhTAKLym5iYjWwFooA+sjU2n\nbYHP9KcYtFJS6pIl4nNzYa4aQJXNwTn5CtUaiwpo7LvQ0k14clxHjIZ8MykJv2htVGAJfwTAyUXn\nQG5douoc+RZkbQA06BBQNjcywSQSbvFTW7lDwEsHMPdYp7F7ktrrrkJsTufSJfeaSQLzCz9wwUuL\naiADgFOZAKid0oXBs+hXP5nhKuyGKrCEPzoVt3MERgDmszGqALSSnGksu2/K9DrA/xsDaGrNh4BX\nCyAxvQ5tD4aCxcZc30kKjtjmYqTAD0cUgcDFggBojxeexA+5TCyn2QhmolcBuHMEMgCtwoqZquuQ\n0YCqlLTraHvJ00MWYoHH3OV1JYuCLxTAmjod1NslX9oNcJmXEIZ+sOrOWFk6UIvy4mjgu64mkftB\nMJ9OfUn2fYkfcbEafp8aAGmu5VVj1VyiMaBhW5kBXPlXMLIAGtIm+YBWZr/2eMz9SP4Q8JI1YLJU\n3cKaHcmXBgD9VFUIVsoaF0sfHWGFEvi3WCxwvdfKJ9U8+Z8+tdRGa9LrAKRfpV164xVKao4/Mwqs\nHwNi8N8mCjB5ojWA6QsM1mq84A8B+UXwLxXAVGmPXJAP640hgEJvb4WlTbrdfhgeCd1hOOh19/q+\nIixAF65ATdK1r6VnaTJLOoRUZJM3AbD261wXcZNAtJExwxUAWgRAQ9ewh4elalsDUCxLByzppHhJ\nAKYb2cQlO1LhStffGwwGykroBwCg0XX83lDpBq7gD3qB01UUwfcHA39v6M+6C1s4qjjsiYTk0f8q\nz9uLAyC7tJY6m04mqTKeNRrQAt9Dsk3RsDODtrUBxNK9Uhl/ZXVhLgfAjLrjmTUAUFEUHatMBHsK\nqXliuN3e0FlhyR1AkwC42kOT7M6PqgB80rBTzYsHoKrhr85OFi5Ue8EuGfvhxMV2ALTokvSSZMCS\nIeAFA8ip7hEPAzMHSoudBAigTwH0YRSo9LsuABgmALoLgK8GwIap+Y0AvGq2GkkBwOjs1I0BDbIU\nRBprZvpirAsgWY9U+nF+SR+kyx0DllZWzQJITfCwF/hdFUxw0FVU2CIAgI6vdOfzShPctDLWiweg\njpHRFgCqJGBn2dllbK3zo+JPmVXwZ/slS/cuEEArWWiEfwwDtF+262PqbJBqOwIDkDghq1UPb9EJ\nOQqJ64EA2nO41z3awmE3BZBf28yLuk1lhW1AhyrYuG1lSwBV1cTf3uw0dr4qAfRclS5fc7K5K61P\nbfwphD9DNU2do2UuH0ACGyu2atQVX6DVdrCuThBfxbjujh+EIfmzWizs+el83hu0P0sNAcytMqUl\nGnlSz4Wzato9eksAnpIvmWqVXAmgb/AnLDYBUMLUfm1sGmSGK4Ph5QNI5qUZdni3pldsqq4O+UcD\n0azeDs4TY4MfZzqfd3sCWOHNj/QSTLB/OTqQAchqFqeqw9YAyE8cXRdA9KnpsiZTsu2Cr3npANJG\nJ9GxbSysCy5GGZTRvHkN8vSJWgPAzbxgZ72SBW2FATgrfM9qAPXtAohqhikZU6Mh7vQivasAMF7f\nu435BEogeHmgBKebtAROThyn+kkKwM8/+PG91379aXqhmcW+FwwvZrMmK9AuFUBTkqRc4fbKY1O3\nDGDMX+xppj3OSwXQYv2i7C0VXCJCCNwKeRUSA/jljzsotw6ET+MjsCIA4aelT6YqPP7kAOXPZcd8\nOYNAAqAqaaYstkhIBQC5FSnXBjBRM0buLzkVlwug1aiTZitxkMC1AWz4xgjAz293XvnDtz9Yyu8O\nDn5f/B6GMaGT8HUAXsogkBRDJSGY0xYaMDBMbtbK+ia4IFpKA10qgHazTq4tBQlsCuBkTVIZgF/c\n7vz352H4fIUNDw5+WzgUg841oAb8U/i/ygFsW4F4PfHhbGuzSfFbVwM40xa87RsDGDXTQv6uDsCL\nKK0KBG7WUb0xgD/q/M8w/PTVTuf9f3x99+AT29afPmVndfb1jAL41Rf/YccA6l9/w//CNKoU0GLO\n2xyRpAQurcqd/qkCUF+UVPHbFEDaWBOuv5mpknVZABaOrkambcoPXjyBFMDPO68+D/+107lzu3Pn\nzq1P7Kf9uwcHd3/71Lb+9FOwuD/9k2X/31/BAPHevbsEwMH7sFX4uK4ugXNBQ0If69I3QCMjgVTy\nxOYAkgaIspQtUnRZTkju2Nq+oWZBUDMCN/BUKIAfdP4Q/rXzSueV2+CH3HnjjbsHd3/xC7j58y+B\nvl++8fKt9/58t3Pn52/eAu4QQKDvl72Dg7frHOOLA3DGTdCtANCj0Tqr2HtoUwBVg0SjTbC/6X37\nPt8oXiSAW3BZCxqzCYEbA/gvHTW83/nfHSrA18c4IETQfvZtGIbf3Hv5Ftn09+f/oAD+CR78o3fw\n+zoAN7XBTnY2xqdTRivSV5lzXqoAdCzJtFVOIZRNAZwV9mgxALly0SZ4TTkHWS6X50UJw/+id5ZM\noifSj5ccifewPC9/CQXwlY4X3u181emQ66se/DF8/pe/PAfSBC/85sE34Q93Oh+H/sPPViEF8I+h\nN/xL6AoHT6v5cdeNC7orMi9J2gVy5wNVlVfNudIE27ak8gYNGwPI/5X5Pn+QfH0BTJhZcgkscBVv\nqMQv//LsqyiAr3Ws8PXOF50OLsQLnXvPn791cNALnwNtfwWV+O/hH+48fw4uyr8yAL3nPz04+iH8\n48GgBqR1bXBtfw31dM4rXVfxDt+1aV3ePC+tR9klGjDn4lwygJtaXwTkvERiArlEsTvnafR4u6oC\n8FedR+HHnV8RA/xq+O39UDl4661bSnj/m/Dnnf/W+Xn49Tvhf3b+5U7HM27+MfzwZ6H6Jzf84WPh\nQLgYAOuDOWTOqZUGxGORTcvAilAXAWCqGjkDkH8YFwLgqdSqTBAXwDceAiUP3+AR+BIQiGC9nebp\n0Y39/RuPlk/fuPHG0+XTuzd+8ni51G/Bq/ZBXiKvgZfceMzDbz9GlQL4m847ofcqHQE+CB/cD//e\neRMB/Pk34ZsUwHcBwB/d6Tj/gOcBwDBU+uiKfFbDidc2LEhGeqtay03nnIxCE+9KAOEt2NJaNtXM\nsG1bGjD148C8lEsFsF2ZKj6A+2/Y5/a9fR6A+6ADEZf9NH83Hy3x5t6j7x/+ZPnuQ/uTd5ePorc/\nfED4u/no/LObjznabz820hTAr+6ACjReR/4+DJ+/Cvb2tU7n9dXz2w/Cz2DbX8MHd1Zogt8NCYC3\nnofvg3v8+4ODfh0pcf5gPpGQI+QlLVqnWlYrAJMdm1p6VnhTAHWg2mR5MRZxc/DHoV4mgJON+UMA\nP350/ujD/fOnP7t567Pz/ccvv/lPMKVL/Wc3/23/XO3BRtBs7FmA58ajRzdufPjoBrzk+5vLW/by\nu7vLt2cUwNlbxDDfeAT3/+3Buf7Wzfv6kt2+eevhPgCo/+LmW3oMIKjA238Pw28/e/RD+PzdTucP\nof/ppz5Y5Ve88O8ffx06d4A778HD5xTAzkfghAy98HcHvaawpLmxownmjLQO5atqoU1PPYDMC0nH\nBNtHWvMHglEYjbQ+BPyYKXaCS0rJ35KcL/dnvzv/3eP985+AWX35fP9D+yNicd/+2P5wf/kTJfz2\nZdSA5FmiDYEvpsse/3Z5A/7AP6Yj36Z2d5/pvvc+sj96l92++xHubv/8/c++/+x+AuCTD0D3/YAr\nlL9+vfMKEIhhmI9B+b2uwrZvUTc+WMGTDMDOh/j8Jwd3v25DXfphNHvO0jgMdrc5hJY6LbrBTQGU\n08uCNwaQiSwbupF4IrsHIAzxfgK39sfv3d0/3wd7fBMpumkv7f2l/Ulf2EeiyLNLQteNR/95DwG0\n37WXNwmAzEjP2EByH/ADrbl8GXZxE25hj0uyO3jmZXjiZgrAJ7+5Df7HOz+/0+m89iWQd/v+/Tud\n27/5ESD4Dh0c3r7zzut3wm9ZrPDOe+/dvXX3r01xwUuPw39um75E+zWaT8fEu5mh8lLUGixMJ3fH\nWwaQ7tWUtCuYC96SoC578PC3gMZbDx//MwIQdBoFEDb+8NJ/AV5w59v9JbGvj27cegwm+Ltf68vl\nPXjVLab0zgefUACJioRX3CQA3mQAnhMA4W9qDIjy5Qd3kKzX/gfc/xtxiH/1BXAJ6rDzCujHz/zX\ncYD4kOD3wa86tw5uvfMfPJTSnKi6qhuGBTeqOp2iyir4oPTyof7Tm7Wc11VcAzJV284FI4Bs/1qm\nlsa2NCBBMElJ9eOi/LsBIEChv/wI0Xj63a/BSL6tf/g+Blfe+3B2b3+JG18KX7KX9NnlMnZCHr/1\nHTz69affP3gvAvDNx9TDwJfgPzS7b+Pt4O3z9z/651sI4Nsffv/wZxkAkcHP//YVu/vV36K7X37+\nJcZpwDn5+7dh8Grnc/r8F1/A85lKHhZB45TpMkPXpxM20306nRvMYZjOp+l6JeQW7S+8F/4ZNSXb\nsaWFCsRgIgyPmzoAVVPFVURippbG9gC0bDNBe/c04Pn5/e8BjYcv33oAAD5ElwFEf+ve0/0l2Rj2\nb9I7xJNlYZi7GHVZPr710t2nEYA3v1vS0R+GYR7hLm6Aw6Hfx9vv7t/99xsI+/2bb8ziOGCtfHm7\n874Vht+82flxZjtdhkXOvWGw5DzdYIM7gsmcXGJQWUxjTeNmkxYqQ9CPOihJHRTa3MbM7wkuJrTL\nGjBYswlrmMcNvFYnpNoGdgqWJDlby2VzAInm1k1sQ5zY9h2bisvPXezzosY0Ir0skXTI+Zz3DJu0\no7HGZd4EV8vnMETETIXXvspsnrCsafXUtqIze0oL8M0T4vJZe/M52mFDx4n8uWVNpzYpK8J0JKgo\nPZXunlWATypXJ9QAaOEySjOfFbgxgOQUqKqEoRhndwHMzFoQB4JPYBP+yueEf/fyjTdnawD45P98\nAKPB136T3zxltgeN6yRFgVGzjAWdEoOsdZnkF1xNLHs+5/IHirJ6yqkGQNIgxNl4Kq4AIN6oNLKT\n7HzHADxflvGTQSkMz+v4KwWQTtLl5psbA1gmdJyXgQi9jfpreJotpzRJ7/LJlMcfODM1e64DUOfl\nBG5nDEjT/VOHvWsAnjcCsJTAFFapDWiLE/3HmyH+fwrLUwcOjHpKAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "lvls = ['05PC024','05PC025','05PB007']\n", "flos = ['05PC019','05PC018']\n", "\n", "mapWSC(lvls,flos)" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "## Data History" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "text/html": [ "
\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
STATION_NAMEPROV_TERR_STATE_LOCREGIONAL_OFFICE_IDHYD_STATUSSED_STATUSLATITUDELONGITUDEDRAINAGE_AREA_GROSSDRAINAGE_AREA_EFFECTRHBNREAL_TIMECONTRIBUTOR_IDOPERATOR_IDDATUM_IDLevelFlow
STATION_NUMBER
05PC019RAINY RIVER AT FORT FRANCESON5ANaN48.60853-93.4034438600.0NaN00647.05.0100.0True
05PC018RAINY RIVER AT MANITOU RAPIDSON5ANaN48.63447-93.9133650200.0NaN00647.0600.010.0TrueTrue
\n", "
" ], "text/plain": [ " STATION_NAME PROV_TERR_STATE_LOC \\\n", "STATION_NUMBER \n", "05PC019 RAINY RIVER AT FORT FRANCES ON \n", "05PC018 RAINY RIVER AT MANITOU RAPIDS ON \n", "\n", " REGIONAL_OFFICE_ID HYD_STATUS SED_STATUS LATITUDE LONGITUDE \\\n", "STATION_NUMBER \n", "05PC019 5 A NaN 48.60853 -93.40344 \n", "05PC018 5 A NaN 48.63447 -93.91336 \n", "\n", " DRAINAGE_AREA_GROSS DRAINAGE_AREA_EFFECT RHBN REAL_TIME \\\n", "STATION_NUMBER \n", "05PC019 38600.0 NaN 0 0 \n", "05PC018 50200.0 NaN 0 0 \n", "\n", " CONTRIBUTOR_ID OPERATOR_ID DATUM_ID Level Flow \n", "STATION_NUMBER \n", "05PC019 647.0 5.0 100.0 True \n", "05PC018 647.0 600.0 10.0 True True " ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAArwAAAGcCAYAAAA7/nPoAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\ngeCy5v8Da6p0mTbObl4AAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ff = '05PC019'\n", "mr = '05PC018'\n", "\n", "display(WSC_STATIONS.ix[[ff,mr]])\n", "\n", "plt.figure(figsize=(10,6))\n", "\n", "plt.subplot(2,1,1)\n", "WSC_FLOWS[ff].plot(lw=1)\n", "plt.title(WSC_STATIONS.ix[ff,'STATION_NAME'])\n", "plt.ylabel('Flow [cubic meters/sec]');\n", "\n", "plt.subplot(2,1,2)\n", "WSC_FLOWS[mr].plot(lw=1)\n", "plt.title(WSC_STATIONS.ix[mr,'STATION_NAME'])\n", "plt.ylabel('Count')\n", "\n", "plt.tight_layout()" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "## Data Reconciliation\n", "\n", "As a test for gross data errors, here we plot the flow on Rainy River measured at the downstream location Manitou Rapids (05PC018) versus the flow measured at Fort Frances (05PC019). Under normal conditions, the downstream location should include the flow at Fort Frances plus possibly substantial flows entering the river between Fort Frances and Manitou Rapids.\n", "\n", "A separate plot is constructed for each year over a range of years. The axes have been rescaled to units of 1000 cubic meters/second." ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAnQAAAT4CAYAAACRy19WAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nCIIgCIXz/wEynIa83mhsrAAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(9,18))\n", "for k in range(0,45):\n", " plt.subplot(9,5,k+1)\n", " plt.axis('equal')\n", " plt.axis('square')\n", "\n", " plt.plot([0,1.700],[0,1.700],'r',lw=1)\n", " st = datetime.datetime(1970+k,1,1)\n", " en = datetime.datetime(1970+k,12,31)\n", " F = WSC_FLOWS.ix[st:en,[ff,mr]]\n", "\n", " plt.plot(F[ff]/1000,F[mr]/1000,'.')\n", " plt.xlim(0,1.700)\n", " plt.ylim(0,1.700)\n", " plt.xticks([0.0,0.5,1.0,1.5])\n", " plt.yticks([0.0,0.5,1.0,1.5])\n", " plt.title('{0}'.format(1970+k))\n", "\n", "plt.tight_layout()\n", "plt.savefig('../images/RainyRiverXcorr.png')" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "## Writing Rainy River Flow Data to a file" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAArsAAAGcCAYAAADZImiRAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nsMU36QAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "RR = WSC_FLOWS[ff]\n", "RR.to_pickle('../data/RR.pkl')\n", "\n", "RRflow = RR.dropna(how = 'any')\n", "RRflow = pd.DataFrame(RRflow)\n", "RRflow['datenum'] = (RRflow.index - datetime.datetime(1900,1,1)).days + 693962.0\n", "RRflow.to_csv(dir + 'RRflow.csv')\n", "\n", "plt.figure(figsize=(10,6))\n", "plt.subplot(2,1,1)\n", "RRflow[ff].plot(lw=1)\n", "plt.ylabel('Flow [cms]')\n", "\n", "plt.subplot(2,1,2)\n", "RRflow[ff].hist(bins=120)\n", "plt.yscale('log', nonposy='clip')\n", "plt.xlabel('Flow [cms]')\n", "plt.ylabel('Frequency')\n", "\n", "plt.tight_layout()" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "## Recalibration\n", "\n", "Recently, Jean Morin (2016) has proposed a specific recalibration of the " ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false, "deletable": true, "editable": true, "scrolled": false }, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAoMAAAEhCAYAAAAEUqr2AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nwoRJMSiEEEIIYcKkGBRCCCGEMGH/BxVRSRcd4pKrAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def reflo(q,yr):\n", " if q <= 500.0:\n", " # low flow case\n", " if yr < 1970:\n", " return q\n", " elif yr >= 1990:\n", " return 0.99868*q + 11.78713\n", " else:\n", " alpha = (yr-1970)/20.0\n", " return (0.99868*q + 11.78713)*alpha + q*(1-alpha)\n", " else:\n", " # high flow case\n", " return 0.87157*q + 79.28214\n", "\n", "# plot correction\n", "plt.figure(figsize=(10,4))\n", "qplot = np.linspace(0,1400,1000)\n", "years = range(1970,1995,5)\n", "for yr in years:\n", " plt.plot(qplot,[reflo(q,yr)-q for q in qplot])\n", "\n", "plt.xlim(0,1600)\n", "plt.legend(['{0}'.format(yr) for yr in years])\n", "plt.title('Corrections to Flows for Rainy River at Fort Frances (J. Morin, 2016)')\n", "plt.ylabel('Cubic meters per second')\n", "plt.xlabel('Cubic meters per second')\n", "plt.grid()\n", "\n", "plt.savefig(img + 'RainyRiverCorrections_Morin')" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAoMAAAEhCAYAAAAEUqr2AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n0/ijLYtwnAAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def reflo(q,yr):\n", " if yr < 1970:\n", " deltaQ_lo = 0.0\n", " elif yr >= 1990:\n", " deltaQ_lo = 0.99868*q + 11.78713 - q\n", " else:\n", " alpha = (yr-1970)/20.0\n", " deltaQ_lo = (0.99868*q + 11.78713)*alpha + q*(1-alpha) - q\n", " deltaQ_hi = 0.87157*q + 79.28214 - q\n", " return q + min(deltaQ_lo,deltaQ_hi)\n", "\n", "# plot correction\n", "plt.figure(figsize=(10,4))\n", "qplot = np.linspace(0,1400,1000)\n", "years = range(1970,1995,5)\n", "for yr in years:\n", " plt.plot(qplot,[reflo(q,yr)-q for q in qplot])\n", "\n", "plt.xlim(0,1600)\n", "plt.legend(['{0}'.format(yr) for yr in years])\n", "plt.title('Regularized Corrections to Flows for Rainy River at Fort Frances (J. Morin, 2016)')\n", "plt.ylabel('Cubic meters per second')\n", "plt.xlabel('Cubic meters per second')\n", "plt.grid()\n", "\n", "plt.savefig(img + 'RainyRiverCorrections')" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "RR_corrected = pd.Series([reflo(val,idx.year) for (idx,val) in RR.iteritems()], index = RR.index)\n", "RR_corrected.to_pickle('../data/RR_corrected.pkl')" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAnMAAAF7CAYAAAC5Cw3+AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nSUl5LwAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(10,6))\n", "RR_corrected.hist(bins=100,color='red',alpha=0.5)\n", "RR.hist(bins=100,color='blue',alpha=0.5)\n", "\n", "plt.yscale('log', nonposy='clip')\n", "plt.xlabel('Flow [cms]')\n", "plt.ylabel('Frequency')" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true, "deletable": true, "editable": true }, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python [conda root]", "language": "python", "name": "conda-root-py" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.5.2" } }, "nbformat": 4, "nbformat_minor": 2 }